{"id":256503,"date":"2025-11-29T03:08:24","date_gmt":"2025-11-29T04:08:24","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/supercourse-0000010142\/"},"modified":"2025-12-22T05:27:40","modified_gmt":"2025-12-22T06:27:40","slug":"supercourse-0000010142","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/supercourse-0000010142\/","title":{"rendered":"\u06a9\u062a\u0627\u0628 ABIDES-MARL: \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 \u0633\u0641\u0627\u0631\u0634\u0627\u062a \u0645\u062d\u062f\u0648\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc"},"content":{"rendered":"
\n

\ud83c\udf93 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062c\u0627\u0645\u0639<\/h2>\n<\/p><\/div>\n
\n

\ud83d\udcda \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0648\u0631\u0647<\/h3>\n

\u0639\u0646\u0648\u0627\u0646 \u062f\u0648\u0631\u0647:<\/strong> ABIDES-MARL: \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 \u0633\u0641\u0627\u0631\u0634\u0627\u062a \u0645\u062d\u062f\u0648\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc<\/p>\n

\u0645\u0648\u0636\u0648\u0639 \u06a9\u0644\u06cc:<\/strong> \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0628\u0627\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc<\/p>\n

\u0645\u0648\u0636\u0648\u0639 \u0645\u06cc\u0627\u0646\u06cc:<\/strong> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc \u062f\u0631 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc<\/p>\n<\/div>\n

\n

\ud83d\udccb \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u062f\u0648\u0631\u0647 (100 \u0645\u0648\u0636\u0648\u0639)<\/h3>\n
    \n
  • \n 1.<\/span> \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0628\u0627\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc\n <\/li>\n
  • \n 2.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc\n <\/li>\n
  • \n 3.<\/span> \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0633\u0627\u062e\u062a\u0627\u0631 \u0628\u0627\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc\n <\/li>\n
  • \n 4.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647 \u0642\u06cc\u0645\u062a\u060c \u0639\u0631\u0636\u0647 \u0648 \u062a\u0642\u0627\u0636\u0627\n <\/li>\n
  • \n 5.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u062f\u0641\u062a\u0631 \u0633\u0641\u0627\u0631\u0634\u0627\u062a \u0645\u062d\u062f\u0648\u062f (Limit Order Book – LOB)\n <\/li>\n
  • \n 6.<\/span> \u0627\u0646\u0648\u0627\u0639 \u0633\u0641\u0627\u0631\u0634\u0627\u062a \u062f\u0631 LOB: \u0628\u0627\u0632\u0627\u0631\u060c \u0645\u062d\u062f\u0648\u062f\u060c \u062a\u0648\u0642\u0641\n <\/li>\n
  • \n 7.<\/span> \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc (Reinforcement Learning – RL)\n <\/li>\n
  • \n 8.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 \u0639\u0627\u0645\u0644\u060c \u0645\u062d\u06cc\u0637\u060c \u062d\u0627\u0644\u062a\u060c \u0639\u0645\u0644 \u0648 \u067e\u0627\u062f\u0627\u0634 \u062f\u0631 RL\n <\/li>\n
  • \n 9.<\/span> \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc (Multi-Agent Systems – MAS)\n <\/li>\n
  • \n 10.<\/span> \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u062f\u0631 \u0628\u0627\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u067e\u0648\u06cc\u0627\n <\/li>\n
  • \n 11.<\/span> \u0639\u0645\u0642 \u062f\u0641\u062a\u0631 \u0633\u0641\u0627\u0631\u0634\u0627\u062a \u0648 \u0627\u0647\u0645\u06cc\u062a \u0622\u0646\n <\/li>\n
  • \n 12.<\/span> \u0634\u06a9\u0627\u0641 \u0642\u06cc\u0645\u062a \u062e\u0631\u06cc\u062f \u0648 \u0641\u0631\u0648\u0634 (Bid-Ask Spread)\n <\/li>\n
  • \n 13.<\/span> \u0645\u0641\u0647\u0648\u0645 \u0646\u0642\u062f\u0634\u0648\u0646\u062f\u06af\u06cc \u0628\u0627\u0632\u0627\u0631 (Market Liquidity)\n <\/li>\n
  • \n 14.<\/span> \u0627\u062b\u0631\u06af\u0630\u0627\u0631\u06cc \u0633\u0641\u0627\u0631\u0634\u0627\u062a \u0628\u0631 \u0642\u06cc\u0645\u062a (Price Impact)\n <\/li>\n
  • \n 15.<\/span> \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0637\u0627\u0628\u0642 \u0633\u0641\u0627\u0631\u0634\u0627\u062a \u062f\u0631 LOB\n <\/li>\n
  • \n 16.<\/span> \u0627\u0646\u0648\u0627\u0639 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0628\u0627\u0632\u0627\u0631 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0622\u0646\n <\/li>\n
  • \n 17.<\/span> \u0646\u0642\u0634 \u06a9\u0627\u0631\u06af\u0632\u0627\u0631\u0627\u0646 \u0648 \u0635\u0631\u0627\u0641\u06cc\u200c\u0647\u0627\n <\/li>\n
  • \n 18.<\/span> \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0637\u062d \u06f3 LOB \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0622\u0646\u0647\u0627\n <\/li>\n
  • \n 19.<\/span> \u0633\u0641\u0627\u0631\u0634\u0627\u062a \u067e\u0646\u0647\u0627\u0646 (Hidden Orders) \u0648 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0622\u0646\u0647\u0627\n <\/li>\n
  • \n 20.<\/span> \u0641\u0631\u0636\u06cc\u0647 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631\u0627 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0622\u0646\n <\/li>\n
  • \n 21.<\/span> \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0645\u0627\u0631\u06a9\u0648\u0641 (Markov Decision Processes – MDPs)\n <\/li>\n
  • \n 22.<\/span> \u0633\u06cc\u0627\u0633\u062a\u200c\u0647\u0627 (Policies) \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc\n <\/li>\n
  • \n 23.<\/span> \u062a\u0648\u0627\u0628\u0639 \u0627\u0631\u0632\u0634 (Value Functions) \u0648 Q-Functions\n <\/li>\n
  • \n 24.<\/span> \u0645\u0639\u0627\u062f\u0644\u0647 \u0628\u0644\u0648\u0645\u0646 (Bellman Equation)\n <\/li>\n
  • \n 25.<\/span> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u062f\u0644 \u062f\u0631 RL\n <\/li>\n
  • \n 26.<\/span> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u062f\u0648\u0646 \u0645\u062f\u0644 \u062f\u0631 RL\n <\/li>\n
  • \n 27.<\/span> \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Q-Learning \u0648 SARSA\n <\/li>\n
  • \n 28.<\/span> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0639\u0645\u06cc\u0642 (Deep Reinforcement Learning – DRL)\n <\/li>\n
  • \n 29.<\/span> \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062f\u0631 DRL: DQN\n <\/li>\n
  • \n 30.<\/span> Policy Gradient Methods: REINFORCE, Actor-Critic\n <\/li>\n
  • \n 31.<\/span> \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc (MARL)\n <\/li>\n
  • \n 32.<\/span> \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u062e\u0627\u0635 MARL: \u0646\u0627\u0627\u06cc\u0633\u062a\u0627\u06cc\u06cc \u0645\u062d\u06cc\u0637\u060c \u062a\u062e\u0635\u06cc\u0635 \u0627\u0639\u062a\u0628\u0627\u0631\n <\/li>\n
  • \n 33.<\/span> \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u0633\u0627\u0626\u0644 MARL: \u062a\u0639\u0627\u0648\u0646\u06cc\u060c \u0631\u0642\u0627\u0628\u062a\u06cc\u060c \u062a\u0631\u06a9\u06cc\u0628\u06cc\n <\/li>\n
  • \n 34.<\/span> \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc MARL: \u0645\u062a\u0645\u0631\u06a9\u0632\u060c \u063a\u06cc\u0631\u0645\u062a\u0645\u0631\u06a9\u0632\u060c \u062a\u0631\u06a9\u06cc\u0628\u06cc\n <\/li>\n
  • \n 35.<\/span> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0645\u0631\u06a9\u0632 \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u063a\u06cc\u0631\u0645\u062a\u0645\u0631\u06a9\u0632 (CTDE)\n <\/li>\n
  • \n 36.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 \u0646\u0638\u0631\u06cc \u0628\u0627\u0632\u06cc \u062f\u0631 MARL\n <\/li>\n
  • \n 37.<\/span> \u062a\u0639\u0627\u062f\u0644 \u0646\u0634 (Nash Equilibrium) \u0648 \u0631\u0628\u0637 \u0622\u0646 \u0628\u0647 MARL\n <\/li>\n
  • \n 38.<\/span> \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc Q-Learning \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc\n <\/li>\n
  • \n 39.<\/span> Multi-Agent Deep Deterministic Policy Gradient (MADDPG)\n <\/li>\n
  • \n 40.<\/span> Value Decomposition Networks (VDN) \u0648 QMIX\n <\/li>\n
  • \n 41.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0639\u0627\u0645\u0644 (Agent-Based Modeling – ABM)\n <\/li>\n
  • \n 42.<\/span> \u0645\u0632\u0627\u06cc\u0627\u06cc ABM \u062f\u0631 \u0645\u0637\u0627\u0644\u0639\u0647 \u0628\u0627\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc\n <\/li>\n
  • \n 43.<\/span> \u0645\u0639\u0631\u0641\u06cc \u067e\u0644\u062a\u0641\u0631\u0645 ABIDES (Agent-Based Interactive Discrete Event Simulation)\n <\/li>\n
  • \n 44.<\/span> \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0627\u062c\u0632\u0627\u06cc \u0627\u0635\u0644\u06cc ABIDES: \u0647\u0633\u062a\u0647\u060c \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u060c \u0639\u0627\u0645\u0644\u200c\u0647\u0627\n <\/li>\n
  • \n 45.<\/span> \u0645\u0641\u0647\u0648\u0645 \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f \u06af\u0633\u0633\u062a\u0647 (Discrete Event Simulation)\n <\/li>\n
  • \n 46.<\/span> \u0637\u0631\u0627\u062d\u06cc \u0648 \u062a\u0639\u0631\u06cc\u0641 \u0639\u0627\u0645\u0644\u200c\u0647\u0627 \u062f\u0631 ABIDES\n <\/li>\n
  • \n 47.<\/span> \u0645\u06a9\u0627\u0646\u06cc\u0632\u0645 \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc \u0648 \u067e\u06cc\u0634\u0628\u0631\u062f \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0631 ABIDES\n <\/li>\n
  • \n 48.<\/span> \u0645\u062f\u06cc\u0631\u06cc\u062a \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0648 \u067e\u06cc\u0627\u0645\u200c\u0631\u0633\u0627\u0646\u06cc \u0628\u06cc\u0646 \u0639\u0627\u0645\u0644\u200c\u0647\u0627\n <\/li>\n
  • \n 49.<\/span> \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0628\u0627\u0632\u0627\u0631 \u062f\u0631 ABIDES\n <\/li>\n
  • \n 50.<\/span> \u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ABIDES \u0628\u0631\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642 \u0648 \u062a\u0648\u0633\u0639\u0647\n <\/li>\n
  • \n 51.<\/span> \u062a\u0631\u06a9\u06cc\u0628 ABIDES \u0648 MARL: \u0627\u0632 \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc\n <\/li>\n
  • \n 52.<\/span> \u0637\u0631\u0627\u062d\u06cc \u0641\u0636\u0627\u06cc \u062d\u0627\u0644\u062a (State Space) \u0628\u0631\u0627\u06cc \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc MARL \u062f\u0631 LOB\n <\/li>\n
  • \n 53.<\/span> \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc LOB \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0639\u0627\u0645\u0644 RL\n <\/li>\n
  • \n 54.<\/span> \u0637\u0631\u0627\u062d\u06cc \u0641\u0636\u0627\u06cc \u0639\u0645\u0644 (Action Space) \u0628\u0631\u0627\u06cc \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc\n <\/li>\n
  • \n 55.<\/span> \u0627\u0646\u0648\u0627\u0639 \u0633\u0641\u0627\u0631\u0634\u0627\u062a \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0639\u0645\u0644 \u062f\u0631 ABIDES-MARL\n <\/li>\n
  • \n 56.<\/span> \u0645\u0647\u0646\u062f\u0633\u06cc \u062a\u0627\u0628\u0639 \u067e\u0627\u062f\u0627\u0634 (Reward Function) \u0628\u0631\u0627\u06cc \u0627\u0647\u062f\u0627\u0641 \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc\n <\/li>\n
  • \n 57.<\/span> \u067e\u0627\u062f\u0627\u0634 \u0628\u0631\u0627\u06cc \u0633\u0648\u062f\u060c \u067e\u0627\u062f\u0627\u0634 \u0628\u0631\u0627\u06cc \u0646\u0642\u062f\u0634\u0648\u0646\u062f\u06af\u06cc\u060c \u067e\u0627\u062f\u0627\u0634 \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc\n <\/li>\n
  • \n 58.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u0646\u062f\u0647 \u062f\u0631 \u0686\u0627\u0631\u0686\u0648\u0628 ABIDES\n <\/li>\n
  • \n 59.<\/span> \u0645\u0639\u0631\u0641\u06cc \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u06cc (Environmental Agents) \u062f\u0631 ABIDES-MARL\n <\/li>\n
  • \n 60.<\/span> \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u0646\u0648\u06cc\u0632 \u062a\u0631\u06cc\u062f\u0631 (Noise Traders) \u0648 \u0627\u0647\u0645\u06cc\u062a \u0622\u0646\u0647\u0627\n <\/li>\n
  • \n 61.<\/span> \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u062a\u0627\u0645\u06cc\u0646 \u06a9\u0646\u0646\u062f\u0647 \u0646\u0642\u062f\u0634\u0648\u0646\u062f\u06af\u06cc (Liquidity Providers)\n <\/li>\n
  • \n 62.<\/span> \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u0633\u0627\u0632\u0646\u062f\u0647 \u0628\u0627\u0632\u0627\u0631 (Market Makers) \u062f\u0631 ABIDES-MARL\n <\/li>\n
  • \n 63.<\/span> \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u0622\u0631\u0628\u06cc\u062a\u0631\u0627\u0698 (Arbitrageurs)\n <\/li>\n
  • \n 64.<\/span> \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0641\u062a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644\u0647\u200c\u06af\u0631\u0627\u0646 \u0646\u0647\u0627\u062f\u06cc (Institutional Traders)\n <\/li>\n
  • \n 65.<\/span> \u0645\u0639\u0631\u0641\u06cc \u0648 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u0631\u0627\u06cc\u06cc\u200c\u0647\u0627 \u062f\u0631 ABIDES-MARL\n <\/li>\n
  • \n 66.<\/span> \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u062c\u0631\u0627\u06cc \u0633\u0641\u0627\u0631\u0634 (Optimal Execution) \u0628\u0627 MARL\n <\/li>\n
  • \n 67.<\/span> \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc VWAP \u0648 TWAP \u0628\u0627 \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc RL\n <\/li>\n
  • \n 68.<\/span> \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0648\u062c\u0648\u062f\u06cc (Inventory Management) \u0628\u0631\u0627\u06cc \u0633\u0627\u0632\u0646\u062f\u06af\u0627\u0646 \u0628\u0627\u0632\u0627\u0631\n <\/li>\n
  • \n 69.<\/span> \u062a\u0648\u0633\u0639\u0647 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0633\u0627\u0632\u0646\u062f\u0647 \u0628\u0627\u0632\u0627\u0631 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc\n <\/li>\n
  • \n 70.<\/span> \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u06cc\u06a9\u0631\u0648\u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u0628\u0627 \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc RL\n <\/li>\n
  • \n 71.<\/span> \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0639\u0645\u0642 \u0628\u0627\u0632\u0627\u0631 \u0648 \u0642\u06cc\u0645\u062a \u0628\u0627 DRL\n <\/li>\n
  • \n 72.<\/span> \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0622\u0631\u0628\u06cc\u062a\u0631\u0627\u0698 \u0628\u0627 MARL\n <\/li>\n
  • \n 73.<\/span> \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc \u0628\u0627 \u0641\u0631\u06a9\u0627\u0646\u0633 \u0628\u0627\u0644\u0627 (HFT) \u062f\u0631 \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc\n <\/li>\n
  • \n 74.<\/span> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0648\u0627\u06a9\u0646\u0634 \u0628\u0647 \u0646\u0648\u0633\u0627\u0646\u0627\u062a \u0628\u0627\u0632\u0627\u0631\n <\/li>\n
  • \n 75.<\/span> \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u062d\u0633\u0627\u0633\u0627\u062a (Sentiment-Based)\n <\/li>\n
  • \n 76.<\/span> \u0645\u062f\u06cc\u0631\u06cc\u062a \u0631\u06cc\u0633\u06a9 \u062f\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc MARL\n <\/li>\n
  • \n 77.<\/span> \u062a\u0648\u0633\u0639\u0647 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0628\u0631\u0627\u06cc \u0634\u0631\u0627\u06cc\u0637 \u0645\u062e\u062a\u0644\u0641 \u0628\u0627\u0632\u0627\u0631 (\u0628\u0648\u0644\u060c \u062e\u0631\u0633)\n <\/li>\n
  • \n 78.<\/span> \u062a\u0639\u0627\u0645\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 MARL \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637\n <\/li>\n
  • \n 79.<\/span> \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0642\u0627\u0628\u062a \u0648 \u0647\u0645\u06a9\u0627\u0631\u06cc \u0628\u06cc\u0646 \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u0646\u062f\u0647\n <\/li>\n
  • \n 80.<\/span> \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u0648 \u062b\u0628\u0627\u062a \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647\n <\/li>\n
  • \n 81.<\/span> \u062a\u062d\u0644\u06cc\u0644 \u0641\u0631\u0645\u200c\u06af\u06cc\u0631\u06cc \u062f\u0631\u0648\u0646\u200c\u0632\u0627\u06cc \u0642\u06cc\u0645\u062a (Endogenous Price Formation) \u062f\u0631 ABIDES-MARL\n <\/li>\n
  • \n 82.<\/span> \u0645\u0637\u0627\u0644\u0639\u0647 \u062a\u0627\u062b\u06cc\u0631 \u0633\u0627\u062e\u062a\u0627\u0631 \u0639\u0627\u0645\u0644\u200c\u0647\u0627 \u0628\u0631 \u062f\u06cc\u0646\u0627\u0645\u06cc\u06a9 \u0628\u0627\u0632\u0627\u0631\n <\/li>\n
  • \n 83.<\/span> \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc MARL (\u0633\u0648\u062f\u060c \u0628\u0627\u0632\u062f\u0647\u060c \u0631\u06cc\u0633\u06a9)\n <\/li>\n
  • \n 84.<\/span> \u062a\u062d\u0644\u06cc\u0644 \u0628\u0627\u0632\u062f\u0647 \u0628\u0647 \u0631\u06cc\u0633\u06a9: \u0646\u0633\u0628\u062a \u0634\u0627\u0631\u067e \u0648 \u0633\u0648\u0631\u062a\u06cc\u0646\u0648\n <\/li>\n
  • \n 85.<\/span> \u062a\u062c\u0633\u0645 \u0648 \u062a\u0641\u0633\u06cc\u0631 \u0631\u0641\u062a\u0627\u0631 \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u0646\u062f\u0647\n <\/li>\n
  • \n 86.<\/span> \u062a\u062d\u0644\u06cc\u0644 \u062d\u0633\u0627\u0633\u06cc\u062a \u0645\u062f\u0644 \u0646\u0633\u0628\u062a \u0628\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\n <\/li>\n
  • \n 87.<\/span> \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0647\u0645\u06af\u0631\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc MARL\n <\/li>\n
  • \n 88.<\/span> \u0627\u0646\u062a\u0642\u0627\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc (Transfer Learning) \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc\n <\/li>\n
  • \n 89.<\/span> \u062a\u0639\u0645\u06cc\u0645\u200c\u067e\u0630\u06cc\u0631\u06cc \u0633\u06cc\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0628\u0627\u0632\u0627\u0631\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\n <\/li>\n
  • \n 90.<\/span> \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0632 \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0647 \u0648\u0627\u0642\u0639\u06cc\u062a (Sim2Real)\n <\/li>\n
  • \n 91.<\/span> \u062a\u0634\u062e\u06cc\u0635 \u0631\u0641\u062a\u0627\u0631 \u063a\u06cc\u0631\u0639\u0627\u062f\u06cc \u0639\u0627\u0645\u0644\u200c\u0647\u0627 \u0648 \u0628\u0627\u0632\u0627\u0631\n <\/li>\n
  • \n 92.<\/span> \u0645\u0642\u0627\u06cc\u0633\u0647 ABIDES-MARL \u0628\u0627 \u062f\u06cc\u06af\u0631 \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0627\u0644\u06cc\n <\/li>\n
  • \n 93.<\/span> \u062a\u0648\u0633\u0639\u0647 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0628\u0627\u0632\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0628\u062d\u0631\u0627\u0646\u06cc\n <\/li>\n
  • \n 94.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ABIDES-MARL \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0641\u0631\u0636\u06cc\u0647\u200c\u0647\u0627\u06cc \u0627\u0642\u062a\u0635\u0627\u062f\u06cc\n <\/li>\n
  • \n 95.<\/span> \u062c\u0646\u0628\u0647\u200c\u0647\u0627\u06cc \u0627\u062e\u0644\u0627\u0642\u06cc \u0648 \u0645\u0633\u0626\u0648\u0644\u06cc\u062a\u200c\u067e\u0630\u06cc\u0631\u06cc \u062f\u0631 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc\n <\/li>\n
  • \n 96.<\/span> \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0627\u0645\u0646\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0645\u0627\u0644\u06cc\n <\/li>\n
  • \n 97.<\/span> \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 \u0648 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc ABIDES-MARL\n <\/li>\n
  • \n 98.<\/span> \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u067e\u0698\u0648\u0647\u0634\u06cc \u0648 \u0635\u0646\u0639\u062a\u06cc ABIDES-MARL\n <\/li>\n
  • \n 99.<\/span> \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0622\u062a\u06cc \u062a\u062d\u0642\u06cc\u0642 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc \u0645\u0627\u0644\u06cc\n <\/li>\n
  • \n 100.<\/span> \u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc \u0648 \u0686\u0634\u0645\u200c\u0627\u0646\u062f\u0627\u0632 \u0622\u06cc\u0646\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0628\u0627\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc\n <\/li>\n<\/ul>\n<\/div>\n

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    \n
    \n \u062f\u0648\u0631\u0647 ABIDES-MARL: \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc<\/title><br \/>\n<\/head><br \/>\n<body><\/p>\n<h2>ABIDES-MARL: \u0627\u0646\u0642\u0644\u0627\u0628\u06cc \u062f\u0631 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc<\/h2>\n<p>\n \u0622\u06cc\u0627 \u062a\u0627 \u0628\u0647 \u062d\u0627\u0644 \u0628\u0647 \u0627\u06cc\u0646 \u0641\u06a9\u0631 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u062f \u06a9\u0647 \u0628\u0627\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0686\u06af\u0648\u0646\u0647 \u0648\u0627\u0642\u0639\u0627\u064b \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u061f \u0646\u0647 \u0641\u0642\u0637 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0648 \u0627\u0646\u062f\u06cc\u06a9\u0627\u062a\u0648\u0631\u0647\u0627\u060c \u0628\u0644\u06a9\u0647 \u062f\u0631 \u0633\u0637\u062d\u06cc \u0639\u0645\u06cc\u0642\u200c\u062a\u0631\u061b \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc\u0644\u06cc\u0648\u0646\u200c\u0647\u0627 \u062a\u0635\u0645\u06cc\u0645 \u062a\u0648\u0633\u0637 \u0645\u0639\u0627\u0645\u0644\u0647\u200c\u06af\u0631\u0627\u0646 \u0645\u062e\u062a\u0644\u0641\u060c \u0647\u0631 \u06cc\u06a9 \u0628\u0627 \u0627\u0647\u062f\u0627\u0641 \u0648 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f\u060c \u0642\u06cc\u0645\u062a\u200c\u0647\u0627 \u0631\u0627 \u0644\u062d\u0638\u0647\u200c\u0628\u0647\u200c\u0644\u062d\u0638\u0647 \u0634\u06a9\u0644 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f. \u062f\u0646\u06cc\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u062f\u06cc\u06af\u0631 \u06cc\u06a9 \u0628\u0627\u0632\u06cc \u06cc\u06a9\u200c\u0646\u0641\u0631\u0647 \u0639\u0644\u06cc\u0647 \u0628\u0627\u0632\u0627\u0631 \u0646\u06cc\u0633\u062a\u060c \u0628\u0644\u06a9\u0647 \u06cc\u06a9 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0632 \u062a\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u06a9 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0646\u06cc\u0627\u06cc \u062c\u062f\u06cc\u062f\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 <strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc (MARL)<\/strong>\u060c \u06a9\u0644\u06cc\u062f \u062f\u0631\u06a9 \u0648 \u062a\u0633\u0644\u0637 \u0628\u0631 \u0627\u06cc\u0646 \u067e\u0648\u06cc\u0627\u06cc\u06cc\u200c\u0647\u0627\u0633\u062a.\n <\/p>\n<p>\n \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0628\u0627 \u0627\u0644\u0647\u0627\u0645 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0627\u0632 \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc \u067e\u06cc\u0634\u06af\u0627\u0645\u0627\u0646\u0647 <strong>“ABIDES-MARL: A Multi-Agent Reinforcement Learning Environment for Endogenous Price Formation”<\/strong>\u060c \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0646\u0627\u0638\u0631 \u0628\u0627\u0632\u0627\u0631 \u0628\u0647 \u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631 \u0628\u0627\u0632\u0627\u0631 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632 \u0648\u0627\u0642\u0639\u200c\u06af\u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u0632 \u0628\u0627\u0632\u0627\u0631 \u0633\u0641\u0627\u0631\u0634\u0627\u062a \u0645\u062d\u062f\u0648\u062f (Limit Order Book) \u0628\u0633\u0627\u0632\u06cc\u062f \u0648 \u062f\u0631 \u0622\u0646\u060c \u0647\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0633\u062a\u0642\u0644\u06cc \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0646\u0642\u0634 \u06cc\u06a9 \u0628\u0627\u0632\u06cc\u06af\u0631 \u0628\u0627\u0632\u0627\u0631 (\u0628\u0627\u0632\u0627\u0631\u0633\u0627\u0632\u060c \u0645\u0639\u0627\u0645\u0644\u0647\u200c\u06af\u0631 \u0622\u06af\u0627\u0647\u060c \u0645\u0639\u0627\u0645\u0644\u0647\u200c\u06af\u0631 \u0646\u0642\u062f\u06cc\u0646\u06af\u06cc \u0648 …) \u0631\u0627 \u0627\u06cc\u0641\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0641\u0642\u0637 \u0622\u0645\u0648\u0632\u0634 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0646\u06cc\u0633\u062a\u061b \u0633\u0641\u0631\u06cc \u0627\u0633\u062a \u0628\u0647 \u0642\u0644\u0628 \u062a\u0626\u0648\u0631\u06cc \u0628\u0627\u0632\u06cc\u200c\u0647\u0627\u060c \u0627\u0642\u062a\u0635\u0627\u062f \u062e\u0631\u062f \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0647 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0628\u0647 \u0634\u0645\u0627 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0637\u0631\u0627\u062d\u06cc\u060c \u0622\u0632\u0645\u0627\u06cc\u0634 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u06a9\u0646\u062a\u0631\u0644\u200c\u0634\u062f\u0647 \u0648 \u067e\u0648\u06cc\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f.\n <\/p>\n<h3>\u062f\u0631\u0628\u0627\u0631\u0647 \u062f\u0648\u0631\u0647: \u0627\u0632 \u062a\u0626\u0648\u0631\u06cc \u062a\u0627 \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0628\u0627\u0632\u0627\u0631 \u0632\u0646\u062f\u0647<\/h3>\n<p>\n \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u06cc\u06a9 \u06a9\u0627\u0631\u06af\u0627\u0647 \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 ABIDES-MARL \u0627\u0633\u062a. \u0645\u0642\u0627\u0644\u0647 \u0645\u0630\u06a9\u0648\u0631 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647 \u0631\u0641\u062a\u0627\u0631 \u062a\u0639\u0627\u062f\u0644\u06cc \u062f\u0631 \u0628\u0627\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc \u0648 \u06cc\u06a9 \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632 \u062f\u0642\u06cc\u0642 \u0628\u0627\u0632\u0627\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0634\u0645\u0627 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0633\u0627\u0632\u06cc\u062f \u06a9\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0627\u0632\u0627\u0631 \u0645\u0627\u0646\u0646\u062f \u0627\u0648\u0644\u0648\u06cc\u062a \u0642\u06cc\u0645\u062a-\u0632\u0645\u0627\u0646 \u0648 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u0647\u0627\u06cc \u06af\u0633\u0633\u062a\u0647 \u0642\u06cc\u0645\u062a \u0631\u0627 \u062d\u0641\u0638 \u06a9\u0646\u062f. \u0633\u067e\u0633\u060c \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u062f\u0647\u06cc\u062f \u062a\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062d\u06cc\u0637 \u0628\u0627 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0628\u0647 \u0631\u0642\u0627\u0628\u062a \u0648 \u062a\u0639\u0627\u0645\u0644 \u0628\u067e\u0631\u062f\u0627\u0632\u0646\u062f \u0648 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u0646\u062f. \u0647\u062f\u0641 \u0646\u0647\u0627\u06cc\u06cc\u060c \u062f\u0631\u06a9 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0627\u0633\u062a \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0646\u0642\u062f\u06cc\u0646\u06af\u06cc \u0648 \u0642\u06cc\u0645\u062a\u200c\u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0631\u0648\u0646\u200c\u0632\u0627 (Endogenous) \u0627\u0632 \u062f\u0644 \u0627\u06cc\u0646 \u062a\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u06a9 \u067e\u062f\u06cc\u062f\u0627\u0631 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.\n <\/p>\n<h3>\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u06a9\u0647 \u0641\u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u06af\u0631\u0641\u062a:<\/h3>\n<ul>\n<li>\u0645\u0628\u0627\u0646\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc (MARL) \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f \u0622\u0646 \u062f\u0631 \u0627\u0645\u0648\u0631 \u0645\u0627\u0644\u06cc.<\/li>\n<li>\u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632 \u0628\u0627\u0632\u0627\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0641\u062a\u0631 \u0633\u0641\u0627\u0631\u0634\u0627\u062a \u0645\u062d\u062f\u0648\u062f (LOB).<\/li>\n<li>\u0637\u0631\u0627\u062d\u06cc \u0648 \u0622\u0645\u0648\u0632\u0634 \u0627\u0646\u0648\u0627\u0639 \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc (\u0628\u0627\u0632\u0627\u0631\u0633\u0627\u0632\u060c \u0645\u0639\u0627\u0645\u0644\u0647\u200c\u06af\u0631 \u0622\u06af\u0627\u0647\u060c \u0645\u0639\u0627\u0645\u0644\u0647\u200c\u06af\u0631 \u0646\u0642\u062f\u06cc\u0646\u06af\u06cc).<\/li>\n<li>\u062a\u062d\u0644\u06cc\u0644 \u0631\u0641\u062a\u0627\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u06a9 \u0648 \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0631\u0641\u062a\u0627\u0631 \u0634\u0628\u0647-\u062a\u0639\u0627\u062f\u0644\u06cc \u062f\u0631 \u0628\u0627\u0632\u0627\u0631\u0647\u0627\u06cc \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc\u200c\u0634\u062f\u0647.<\/li>\n<li>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0627\u062c\u0631\u0627 (Optimal Execution) \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u067e\u0648\u06cc\u0627 \u0648 \u0631\u0642\u0627\u0628\u062a\u06cc.<\/li>\n<li>\u067e\u0644 \u0632\u062f\u0646 \u0645\u06cc\u0627\u0646 \u062a\u0626\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0627\u0642\u062a\u0635\u0627\u062f \u062e\u0631\u062f \u0628\u0627\u0632\u0627\u0631 (Market Microstructure) \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647.<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0639\u0645\u0644\u06cc \u0627\u0632 \u0641\u0631\u06cc\u0645\u0648\u0631\u06a9 ABIDES-MARL \u0628\u0631\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642 \u0648 \u062a\u0648\u0633\u0639\u0647 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc.<\/li>\n<\/ul>\n<h3>\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u0686\u0647 \u06a9\u0633\u0627\u0646\u06cc \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a\u061f<\/h3>\n<ul>\n<li><strong>\u062a\u062d\u0644\u06cc\u0644\u200c\u06af\u0631\u0627\u0646 \u06a9\u0645\u06cc (Quants) \u0648 \u0645\u0639\u0627\u0645\u0644\u0647\u200c\u06af\u0631\u0627\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc:<\/strong> \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0646\u0633\u0644 \u062c\u062f\u06cc\u062f \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u0633\u062a \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li><strong>\u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647 \u0648 \u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646:<\/strong> \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u06cc\u06a9\u06cc \u0627\u0632 \u062c\u0630\u0627\u0628\u200c\u062a\u0631\u06cc\u0646 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631\u06cc\u0646 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc AI \u0628\u0647 \u06a9\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f.<\/li>\n<li><strong>\u062f\u0627\u0646\u0634\u062c\u0648\u06cc\u0627\u0646 \u0648 \u067e\u0698\u0648\u0647\u0634\u06af\u0631\u0627\u0646 \u062d\u0648\u0632\u0647 \u0645\u0627\u0644\u06cc \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc:<\/strong> \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0646\u062c\u0627\u0645 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u067e\u06cc\u0634\u0631\u0648 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0628\u0627\u0632\u0627\u0631 \u0648 \u0631\u0641\u062a\u0627\u0631 \u0639\u0627\u0645\u0644\u200c\u0647\u0627 \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li><strong>\u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u062f\u0631 \u0635\u0646\u0639\u062a \u0641\u06cc\u0646\u200c\u062a\u06a9:<\/strong> \u06a9\u0647 \u0642\u0635\u062f \u062f\u0627\u0631\u0646\u062f \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0633\u0627\u0632\u0646\u062f.<\/li>\n<li><strong>\u0645\u062f\u06cc\u0631\u0627\u0646 \u067e\u0648\u0631\u062a\u0641\u0648\u0644\u06cc\u0648 \u0648 \u0645\u0639\u0627\u0645\u0644\u0647\u200c\u06af\u0631\u0627\u0646 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc:<\/strong> \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631\u06cc \u0627\u0632 \u067e\u0648\u06cc\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u0628\u0627\u0632\u0627\u0631 \u0648 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0646\u062f.<\/li>\n<\/ul>\n<h3>\u0686\u0631\u0627 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0634\u0631\u06a9\u062a \u06a9\u0646\u06cc\u062f\u061f<\/h3>\n<ul>\n<li><strong>\u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0628\u06a9\u200c\u062a\u0633\u062a\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0628\u0631\u0648\u06cc\u062f:<\/strong> \u0628\u0647 \u062c\u0627\u06cc \u062a\u0633\u062a \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u0627\u0631\u06cc\u062e\u06cc \u062b\u0627\u0628\u062a\u060c \u0622\u0646 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0628\u0627\u0632\u0627\u0631 \u0632\u0646\u062f\u0647 \u0648 \u067e\u0648\u06cc\u0627 \u06a9\u0647 \u0628\u0647 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0634\u0645\u0627 \u0648\u0627\u06a9\u0646\u0634 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u062f.<\/li>\n<li><strong>\u06cc\u06a9 \u0645\u0632\u06cc\u062a \u0631\u0642\u0627\u0628\u062a\u06cc \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f \u06a9\u0633\u0628 \u06a9\u0646\u06cc\u062f:<\/strong> \u0628\u0647 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0645\u0633\u0644\u0637 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u062a\u0648\u0633\u0637 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631\u06cc\u0646 \u0635\u0646\u062f\u0648\u0642\u200c\u0647\u0627\u06cc \u067e\u0648\u0634\u0634 \u0631\u06cc\u0633\u06a9 \u0648 \u0634\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc \u062f\u0631 \u062d\u0627\u0644 \u062a\u062d\u0642\u06cc\u0642 \u0648 \u062a\u0648\u0633\u0639\u0647 \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li><strong>\u067e\u0648\u06cc\u0627\u06cc\u06cc \u0628\u0627\u0632\u0627\u0631 \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f\u060c \u0646\u0647 \u0641\u0642\u0637 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0646\u06cc\u062f:<\/strong> \u0628\u0647 \u0686\u0634\u0645 \u062e\u0648\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u062a\u0639\u0627\u0645\u0644 \u0645\u06cc\u0627\u0646 \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0645\u0641\u0627\u0647\u06cc\u0645\u06cc \u0645\u0627\u0646\u0646\u062f \u0646\u0642\u062f\u06cc\u0646\u06af\u06cc\u060c \u0634\u06a9\u0627\u0641 \u0642\u06cc\u0645\u062a\u06cc (spread) \u0648 \u06a9\u0634\u0641 \u0642\u06cc\u0645\u062a \u0631\u0627 \u0628\u0647 \u0648\u062c\u0648\u062f \u0645\u06cc\u200c\u0622\u0648\u0631\u062f.<\/li>\n<li><strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0633\u0627\u0632\u06cc\u062f:<\/strong> \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632 \u0628\u0627\u0632\u0627\u0631\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0645\u06cc\u200c\u0633\u0627\u0632\u06cc\u062f\u060c \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0628\u06cc\u200c\u0646\u0638\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062a\u0633\u0644\u0637 \u0634\u0645\u0627 \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0628\u0627\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/li>\n<li><strong>\u0622\u06cc\u0646\u062f\u0647 \u0634\u063a\u0644\u06cc \u062e\u0648\u062f \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u06a9\u0646\u06cc\u062f:<\/strong> \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u062d\u0627\u0644 \u0628\u0627\u0632\u062a\u0639\u0631\u06cc\u0641 \u0635\u0646\u0639\u062a \u0645\u0627\u0644\u06cc \u0627\u0633\u062a. \u0628\u0627 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u062f\u0631 \u062e\u0637 \u0645\u0642\u062f\u0645 \u0627\u06cc\u0646 \u062a\u062d\u0648\u0644 \u0642\u0631\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u06af\u0631\u0641\u062a.<\/li>\n<\/ul>\n<h2>\u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u062c\u0627\u0645\u0639 \u062f\u0648\u0631\u0647 (100 \u0633\u0631\u0641\u0635\u0644 \u06a9\u0644\u06cc\u062f\u06cc)<\/h2>\n<p>\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0627 \u067e\u0648\u0634\u0634 \u0628\u06cc\u0634 \u0627\u0632 \u06f1\u06f0\u06f0 \u0633\u0631\u0641\u0635\u0644\u060c \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0645\u0628\u0627\u0646\u06cc \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631\u06cc\u0646 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0647\u062f\u0627\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n<h3>\u0628\u062e\u0634 \u06f1: \u0645\u0628\u0627\u0646\u06cc \u0628\u0627\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0648 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc (\u06f1-\u06f1\u06f5)<\/h3>\n<ol>\n<li>\u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0633\u0627\u062e\u062a\u0627\u0631 \u062e\u0631\u062f \u0628\u0627\u0632\u0627\u0631 (Market Microstructure)<\/li>\n<li>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u062f\u0641\u062a\u0631 \u0633\u0641\u0627\u0631\u0634\u0627\u062a \u0645\u062d\u062f\u0648\u062f (Limit Order Book – LOB)<\/li>\n<li>\u0627\u0646\u0648\u0627\u0639 \u0633\u0641\u0627\u0631\u0634\u0627\u062a: Market, Limit, Stop<\/li>\n<li>\u0645\u0641\u0647\u0648\u0645 \u0646\u0642\u062f\u06cc\u0646\u06af\u06cc \u0648 \u0639\u0645\u0642 \u0628\u0627\u0632\u0627\u0631<\/li>\n<li>\u0634\u06a9\u0627\u0641 \u0642\u06cc\u0645\u062a \u062e\u0631\u06cc\u062f \u0648 \u0641\u0631\u0648\u0634 (Bid-Ask Spread)<\/li>\n<li>\u0627\u0648\u0644\u0648\u06cc\u062a \u0642\u06cc\u0645\u062a-\u0632\u0645\u0627\u0646 \u062f\u0631 LOB<\/li>\n<li>\u062a\u0623\u062b\u06cc\u0631 \u0628\u0627\u0632\u0627\u0631 (Market Impact) \u0648 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc<\/li>\n<li>\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0628\u0627 \u0641\u0631\u06a9\u0627\u0646\u0633 \u0628\u0627\u0644\u0627 (HFT)<\/li>\n<li>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0644\u0627\u0633\u06cc\u06a9 \u0628\u0627\u0632\u0627\u0631 (Kyle’s Model)<\/li>\n<li>\u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc (Trend Following, Mean Reversion)<\/li>\n<li>\u0645\u0639\u0631\u0641\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc<\/li>\n<li>\u06a9\u0627\u0631 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc NumPy \u0648 Pandas<\/li>\n<li>\u0645\u0635\u0648\u0631\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0628\u0627 Matplotlib \u0648 Seaborn<\/li>\n<li>\u062f\u0631\u06cc\u0627\u0641\u062a \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0627\u0632\u0627\u0631<\/li>\n<li>\u0645\u0639\u0631\u0641\u06cc \u0645\u0641\u0647\u0648\u0645 \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f \u06af\u0633\u0633\u062a\u0647 (Discrete-Event Simulation)<\/li>\n<\/ol>\n<h3>\u0628\u062e\u0634 \u06f2: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc (RL) \u0627\u0632 \u0627\u0635\u0648\u0644 \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 (\u06f1\u06f6-\u06f3\u06f5)<\/h3>\n<ol start=\"16\">\n<li>\u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0648 \u062a\u0641\u0627\u0648\u062a \u0622\u0646 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/li>\n<li>\u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0645\u0627\u0631\u06a9\u0648\u0641 (MDP)<\/li>\n<li>\u0639\u0646\u0627\u0635\u0631 \u0627\u0635\u0644\u06cc RL: \u0639\u0627\u0645\u0644\u060c \u0645\u062d\u06cc\u0637\u060c \u062d\u0627\u0644\u062a\u060c \u0639\u0645\u0644\u060c \u067e\u0627\u062f\u0627\u0634<\/li>\n<li>\u062a\u0648\u0627\u0628\u0639 \u0627\u0631\u0632\u0634 (Value Functions) \u0648 \u062a\u0648\u0627\u0628\u0639 \u0627\u0631\u0632\u0634-\u0639\u0645\u0644 (Action-Value Functions)<\/li>\n<li>\u0645\u0639\u0627\u062f\u0644\u0647 \u0628\u0644\u0645\u0646 (Bellman Equation)<\/li>\n<li>\u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u062f\u0644 \u0648 \u0628\u062f\u0648\u0646 \u0645\u062f\u0644<\/li>\n<li>\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0631\u06cc\u0632\u06cc \u067e\u0648\u06cc\u0627 (Dynamic Programming)<\/li>\n<li>\u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0648\u0646\u062a \u06a9\u0627\u0631\u0644\u0648 (Monte Carlo Methods)<\/li>\n<li>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0641\u0627\u0648\u062a \u0632\u0645\u0627\u0646\u06cc (Temporal-Difference Learning)<\/li>\n<li>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Q-Learning<\/li>\n<li>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 SARSA<\/li>\n<li>\u0645\u0641\u0647\u0648\u0645 \u06a9\u0627\u0648\u0634 \u0648 \u0628\u0647\u0631\u0647\u200c\u0628\u0631\u062f\u0627\u0631\u06cc (Exploration vs. Exploitation)<\/li>\n<li>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0639\u0645\u06cc\u0642 (Deep Reinforcement Learning)<\/li>\n<li>\u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc Q \u0639\u0645\u06cc\u0642 (Deep Q-Networks – DQN)<\/li>\n<li>\u0628\u0647\u0628\u0648\u062f\u0647\u0627\u06cc DQN: Double DQN, Dueling DQN<\/li>\n<li>\u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u062e\u0637\u200c\u0645\u0634\u06cc (Policy Gradient Methods)<\/li>\n<li>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 REINFORCE<\/li>\n<li>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc Actor-Critic<\/li>\n<li>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 A2C \u0648 A3C<\/li>\n<li>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 PPO (Proximal Policy Optimization)<\/li>\n<\/ol>\n<h3>\u0628\u062e\u0634 \u06f3: \u0648\u0631\u0648\u062f \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc (MARL) (\u06f3\u06f6-\u06f5\u06f0)<\/h3>\n<ol start=\"36\">\n<li>\u0686\u0631\u0627 MARL\u061f \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc<\/li>\n<li>\u0628\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc \u0648 \u0645\u0641\u0647\u0648\u0645 \u062a\u0639\u0627\u062f\u0644 \u0646\u0634 (Nash Equilibrium)<\/li>\n<li>\u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc MARL: \u0645\u0634\u0627\u0631\u06a9\u062a\u06cc\u060c \u0631\u0642\u0627\u0628\u062a\u06cc\u060c \u062a\u0631\u06a9\u06cc\u0628\u06cc<\/li>\n<li>\u0686\u0627\u0644\u0634 \u0639\u062f\u0645 \u0627\u06cc\u0633\u062a\u0627\u06cc\u06cc (Non-stationarity) \u062f\u0631 MARL<\/li>\n<li>\u067e\u0627\u0631\u0627\u062f\u0627\u06cc\u0645 \u0622\u0645\u0648\u0632\u0634 \u0645\u062a\u0645\u0631\u06a9\u0632 \u0648 \u0627\u062c\u0631\u0627\u06cc \u063a\u06cc\u0631\u0645\u062a\u0645\u0631\u06a9\u0632 (CTDE)<\/li>\n<li>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc Q \u0645\u0633\u062a\u0642\u0644 (Independent Q-Learning) \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0622\u0646<\/li>\n<li>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 MADDPG (Multi-Agent DDPG)<\/li>\n<li>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 COMA (Counterfactual Multi-Agent Policy Gradients)<\/li>\n<li>\u0627\u0631\u062a\u0628\u0627\u0637\u0627\u062a \u0628\u06cc\u0646 \u0639\u0627\u0645\u0644\u200c\u0647\u0627 (Communication in MARL)<\/li>\n<li>\u0645\u0641\u0647\u0648\u0645 \u0627\u0639\u062a\u0628\u0627\u0631 \u062a\u062e\u0635\u06cc\u0635\u200c\u06cc\u0627\u0641\u062a\u0647 (Credit Assignment)<\/li>\n<li>\u0645\u0639\u0631\u0641\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc MARL \u0645\u0627\u0646\u0646\u062f PettingZoo<\/li>\n<li>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc MARL \u062e\u0627\u0631\u062c \u0627\u0632 \u0627\u0645\u0648\u0631 \u0645\u0627\u0644\u06cc<\/li>\n<li>\u0637\u0631\u0627\u062d\u06cc \u0641\u0636\u0627\u06cc \u062d\u0627\u0644\u062a \u0648 \u0639\u0645\u0644 \u0645\u0634\u062a\u0631\u06a9<\/li>\n<li>\u0637\u0631\u0627\u062d\u06cc \u062a\u0648\u0627\u0628\u0639 \u067e\u0627\u062f\u0627\u0634 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc<\/li>\n<li>\u0645\u0637\u0627\u0644\u0639\u0647 \u0645\u0648\u0631\u062f\u06cc: \u062d\u0644 \u06cc\u06a9 \u0628\u0627\u0632\u06cc \u0633\u0627\u062f\u0647 \u0628\u0627 MARL<\/li>\n<\/ol>\n<h3>\u0628\u062e\u0634 \u06f4: \u0645\u0639\u0631\u0641\u06cc \u0648 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632 ABIDES (\u06f5\u06f1-\u06f6\u06f5)<\/h3>\n<ol start=\"51\">\n<li>\u0645\u0639\u0631\u0641\u06cc \u0645\u0642\u0627\u0644\u0647 “ABIDES-MARL” \u0648 \u0627\u0647\u062f\u0627\u0641 \u0622\u0646<\/li>\n<li>\u0645\u0639\u0645\u0627\u0631\u06cc ABIDES: \u0647\u0633\u062a\u0647 (Kernel)\u060c \u0639\u0627\u0645\u0644\u200c\u0647\u0627 (Agents) \u0648 \u067e\u06cc\u0627\u0645\u200c\u0647\u0627<\/li>\n<li>\u0646\u0635\u0628 \u0648 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u062d\u06cc\u0637 ABIDES<\/li>\n<li>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632 ExchangeAgent<\/li>\n<li>\u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u06a9 \u0639\u0627\u0645\u0644 (Agent) \u062f\u0631 ABIDES<\/li>\n<li>\u0645\u06a9\u0627\u0646\u06cc\u0632\u0645 \u0627\u0631\u0633\u0627\u0644 \u0648 \u062f\u0631\u06cc\u0627\u0641\u062a \u067e\u06cc\u0627\u0645<\/li>\n<li>\u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc \u0648 \u0633\u0627\u0639\u062a \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc<\/li>\n<li>\u0645\u0639\u0631\u0641\u06cc ABIDES-Gym \u0648 \u0646\u0642\u0634 \u0622\u0646<\/li>\n<li>\u0686\u06af\u0648\u0646\u06af\u06cc \u0627\u062a\u0635\u0627\u0644 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc RL (\u0645\u0627\u0646\u0646\u062f Stable Baselines3) \u0628\u0647 ABIDES<\/li>\n<li>\u0686\u0627\u0644\u0634 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0645\u0632\u0645\u0627\u0646 \u0686\u0646\u062f\u06cc\u0646 \u0639\u0627\u0645\u0644<\/li>\n<li>\u0631\u0627\u0647\u06a9\u0627\u0631 ABIDES-MARL: \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062d\u0627\u0644\u062a \u0627\u0632 \u0648\u0642\u0641\u0647 \u0647\u0633\u062a\u0647<\/li>\n<li>\u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 \u0633\u0646\u0627\u0631\u06cc\u0648\u06cc \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u0627\u062f\u0647<\/li>\n<li>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0644\u0627\u06af\u200c\u0647\u0627 \u0648 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc<\/li>\n<li>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0631\u0648\u062c\u06cc \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc<\/li>\n<li>\u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0628\u0627\u0632\u0627\u0631 (tick size, latency)<\/li>\n<\/ol>\n<h3>\u0628\u062e\u0634 \u06f5: \u0637\u0631\u0627\u062d\u06cc \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc \u062f\u0631 ABIDES-MARL (\u06f6\u06f6-\u06f8\u06f5)<\/h3>\n<ol start=\"66\">\n<li>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0627\u0645\u0644 \u0645\u0639\u0627\u0645\u0644\u0647\u200c\u06af\u0631 \u0646\u0648\u06cc\u0632 (Noise Trader)<\/li>\n<li>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0627\u0645\u0644 \u0645\u0639\u0627\u0645\u0644\u0647\u200c\u06af\u0631 \u0627\u0631\u0632\u0634\u06cc (Value Trader)<\/li>\n<li>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0627\u0645\u0644 \u0628\u0627\u0632\u0627\u0631\u0633\u0627\u0632 (Market Maker Agent)<\/li>\n<li>\u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0628\u0627\u0632\u0627\u0631\u0633\u0627\u0632\u06cc<\/li>\n<li>\u0637\u0631\u0627\u062d\u06cc \u0639\u0627\u0645\u0644 \u0628\u0627\u0632\u0627\u0631\u0633\u0627\u0632 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 RL<\/li>\n<li>\u0641\u0636\u0627\u06cc \u062d\u0627\u0644\u062a \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u0627\u0631\u0633\u0627\u0632 (\u0639\u0645\u0642 LOB\u060c \u0646\u0648\u0633\u0627\u0646\u0627\u062a \u0648 …)<\/li>\n<li>\u0641\u0636\u0627\u06cc \u0639\u0645\u0644 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u0627\u0631\u0633\u0627\u0632 (\u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u0633\u0641\u0627\u0631\u0634\u0627\u062a \u062e\u0631\u06cc\u062f \u0648 \u0641\u0631\u0648\u0634)<\/li>\n<li>\u062a\u0627\u0628\u0639 \u067e\u0627\u062f\u0627\u0634 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u0627\u0631\u0633\u0627\u0632 (\u0633\u0648\u062f \u0627\u0632 spread\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0648\u062c\u0648\u062f\u06cc)<\/li>\n<li>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0627\u0645\u0644 \u0645\u0639\u0627\u0645\u0644\u0647\u200c\u06af\u0631 \u0622\u06af\u0627\u0647 (Informed Trader)<\/li>\n<li>\u0686\u06af\u0648\u0646\u06af\u06cc \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062e\u0635\u0648\u0635\u06cc<\/li>\n<li>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0627\u0645\u0644 \u0645\u0639\u0627\u0645\u0644\u0647\u200c\u06af\u0631 \u0646\u0642\u062f\u06cc\u0646\u06af\u06cc (Liquidity Trader)<\/li>\n<li>\u0645\u0633\u0626\u0644\u0647 \u0627\u062c\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 (Optimal Execution)<\/li>\n<li>\u0637\u0631\u0627\u062d\u06cc \u0639\u0627\u0645\u0644 \u0627\u062c\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 RL<\/li>\n<li>\u0641\u0636\u0627\u06cc \u062d\u0627\u0644\u062a \u0628\u0631\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0647\u200c\u06af\u0631 \u0646\u0642\u062f\u06cc\u0646\u06af\u06cc (\u0632\u0645\u0627\u0646 \u0628\u0627\u0642\u06cc\u200c\u0645\u0627\u0646\u062f\u0647\u060c \u062d\u062c\u0645 \u0628\u0627\u0642\u06cc\u200c\u0645\u0627\u0646\u062f\u0647\u060c \u0648\u0636\u0639\u06cc\u062a LOB)<\/li>\n<li>\u0641\u0636\u0627\u06cc \u0639\u0645\u0644 (\u0627\u0646\u062f\u0627\u0632\u0647 \u0633\u0641\u0627\u0631\u0634\u0627\u062a \u0627\u0631\u0633\u0627\u0644\u06cc)<\/li>\n<li>\u062a\u0627\u0628\u0639 \u067e\u0627\u062f\u0627\u0634 (\u06a9\u0645\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0647\u0632\u06cc\u0646\u0647 \u0627\u062c\u0631\u0627 \u06cc\u0627 Slippage)<\/li>\n<li>\u062a\u0646\u0638\u06cc\u0645 \u062a\u0639\u0627\u0645\u0644\u0627\u062a \u0628\u06cc\u0646 \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641<\/li>\n<li>\u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc \u0646\u0627\u0647\u0645\u06af\u0648\u0646 (Heterogeneous)<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0648\u0636\u0639\u06cc\u062a \u0648 \u0645\u0634\u0627\u0647\u062f\u0627\u062a \u0628\u0631\u0627\u06cc \u0647\u0631 \u0639\u0627\u0645\u0644<\/li>\n<li>\u0627\u062c\u0631\u0627\u06cc \u0633\u0646\u0627\u0631\u06cc\u0648\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc \u0648 \u0622\u0645\u0648\u0632\u0634 \u0647\u0645\u0632\u0645\u0627\u0646<\/li>\n<\/ol>\n<h3>\u0628\u062e\u0634 \u06f6: \u062a\u062d\u0644\u06cc\u0644 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u060c \u0645\u0637\u0627\u0644\u0639\u0627\u062a \u0645\u0648\u0631\u062f\u06cc \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 (\u06f8\u06f6-\u06f1\u06f0\u06f0)<\/h3>\n<ol start=\"86\">\n<li>\u0645\u0637\u0627\u0644\u0639\u0647 \u0645\u0648\u0631\u062f\u06cc \u06f1: \u0628\u0627\u0632\u0622\u0641\u0631\u06cc\u0646\u06cc \u0645\u062f\u0644 Kyle \u062f\u0631 ABIDES-MARL<\/li>\n<li>\u062a\u062d\u0644\u06cc\u0644 \u067e\u062f\u06cc\u062f\u0647 \u06a9\u0634\u0641 \u0642\u06cc\u0645\u062a \u062a\u062f\u0631\u06cc\u062c\u06cc (Gradual Price Discovery)<\/li>\n<li>\u0645\u0637\u0627\u0644\u0639\u0647 \u0645\u0648\u0631\u062f\u06cc \u06f2: \u062d\u0644 \u0645\u0633\u0626\u0644\u0647 \u0627\u062c\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0628\u0627 \u0646\u0642\u062f\u06cc\u0646\u06af\u06cc \u062f\u0631\u0648\u0646\u200c\u0632\u0627<\/li>\n<li>\u0628\u0631\u0631\u0633\u06cc \u062a\u0623\u062b\u06cc\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0645\u0639\u0627\u0645\u0644\u0647\u200c\u06af\u0631 \u0646\u0642\u062f\u06cc\u0646\u06af\u06cc \u0628\u0631 \u0631\u0641\u062a\u0627\u0631 \u0628\u0627\u0632\u0627\u0631\u0633\u0627\u0632<\/li>\n<li>\u062a\u062d\u0644\u06cc\u0644 \u067e\u0648\u06cc\u0627\u06cc\u06cc \u0642\u06cc\u0645\u062a\u200c\u0647\u0627 \u0648 \u0646\u0642\u062f\u06cc\u0646\u06af\u06cc \u062f\u0631 \u062d\u0627\u0644\u062a \u062a\u0639\u0627\u062f\u0644<\/li>\n<li>\u0645\u0635\u0648\u0631\u0633\u0627\u0632\u06cc \u0631\u0641\u062a\u0627\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u06a9 \u0639\u0627\u0645\u0644\u200c\u0647\u0627<\/li>\n<li>\u0622\u0646\u0627\u0644\u06cc\u0632 \u062d\u0633\u0627\u0633\u06cc\u062a \u0646\u0633\u0628\u062a \u0628\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc<\/li>\n<li>\u0645\u0641\u0647\u0648\u0645 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0627\u0642\u062a\u0635\u0627\u062f\u06cc \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc AI<\/li>\n<li>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0639\u0627\u0645\u0644 \u0628\u0627 \u0628\u06a9\u200c\u062a\u0633\u062a \u0633\u0646\u062a\u06cc<\/li>\n<li>\u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0631\u0648\u06cc\u06a9\u0631\u062f ABIDES-MARL<\/li>\n<li>\u0686\u0627\u0644\u0634 \u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0632 \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc (Sim-to-Real)<\/li>\n<li>\u0627\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0622\u06cc\u0646\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628<\/li>\n<li>\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af<\/li>\n<li>\u0627\u062e\u0644\u0627\u0642 \u062f\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc<\/li>\n<li>\u067e\u0631\u0648\u0698\u0647 \u0646\u0647\u0627\u06cc\u06cc: \u0637\u0631\u0627\u062d\u06cc\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06cc\u06a9 \u0633\u0646\u0627\u0631\u06cc\u0648\u06cc \u0628\u0627\u0632\u0627\u0631 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc<\/li>\n<\/ol>\n<p><\/body><br \/>\n<\/html><\/div>\n<div\r\n style=\"border: 2px dashed #4CAF50; border-radius: 16px; padding: 20px; background: #f9fff9; font-family: 'IRANSans', sans-serif;\">\r\n <h2 style=\"color: #2E7D32; margin-top: 0;\">\ud83d\udcda \u0645\u062d\u062a\u0648\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644 \u0622\u0645\u0648\u0632\u0634\u06cc (\u067e\u06a9\u06cc\u062c \u06a9\u0627\u0645\u0644)<\/h2>\r\n <div\r\n style=\"background: #E8F5E9; border-radius: 12px; padding: 15px 20px; margin-bottom: 20px; border: 1px solid #A5D6A7;\">\r\n <h3 style=\"color: #1B5E20; margin-top: 0;\">\ud83d\udca1 \u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644 \u06cc\u06a9 \u0646\u0633\u062e\u0647\u0654 \u06a9\u0627\u0645\u0644 \u0648 \u062c\u0627\u0645\u0639 \u0627\u0633\u062a<\/h3>\r\n <p style=\"font-size:16px; line-height:1.8; color:#2E7D32; margin:0;\"> \u062a\u0645\u0627\u0645\u06cc \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628 \u062f\u0631 \u0642\u0627\u0644\u0628 \u06cc\u06a9\r\n \u0628\u0633\u062a\u0647\u200c\u06cc \u06a9\u0627\u0645\u0644 \u0648 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0634\u0627\u0645\u0644 \u062a\u0645\u0627\u0645 \u0646\u0633\u062e\u0647\u200c\u0647\u0627 \u0648 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f\u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a. <\/p>\r\n <\/div>\r\n <h3 style=\"color: #2E7D32;\">\ud83c\udf81 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u06a9\u0627\u0645\u0644 \u0628\u0633\u062a\u0647 \u062f\u0627\u0646\u0644\u0648\u062f\u06cc<\/h3>\r\n\r\n\t\r\n<ul style=\"list-style-type: '\u2705 '; padding-left: 20px; font-size: 16px; line-height: 1.8;\">\r\n <li><strong>\u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u2014 \u0622\u0645\u0648\u0632\u0634 \u0642\u062f\u0645\u200c\u0628\u0647\u200c\u0642\u062f\u0645\u060c \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u0642\u0627\u0628\u0644 \u0641\u0647\u0645<\/li>\r\n <li><strong>\u067e\u0627\u062f\u06a9\u0633\u062a\u200c\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u2014 \u062a\u0648\u0636\u06cc\u062d \u0645\u0641\u0627\u0647\u06cc\u0645 \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u0646\u06a9\u0627\u062a \u062a\u06a9\u0645\u06cc\u0644\u06cc<\/li>\r\n <li><strong>\u06a9\u062a\u0627\u0628 PDF \u0641\u0627\u0631\u0633\u06cc<\/strong> \u2014 \u0634\u0627\u0645\u0644 \u06a9\u0644\u06cc\u0647\u0654 \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627 \u0648 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc<\/li>\r\n <li><strong>\u06a9\u062a\u0627\u0628 \u062e\u0644\u0627\u0635\u0647 \u0646\u06a9\u0627\u062a \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627 \u0648 \u067e\u0627\u062f\u06a9\u0633\u062a\u200c\u0647\u0627 \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong> \u2014 \u0645\u0646\u0627\u0633\u0628 \u0645\u0631\u0648\u0631 \u0633\u0631\u06cc\u0639 \u0648 \u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc \u0645\u0628\u0627\u062d\u062b<\/li>\r\n <li><strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u0646\u06a9\u062a\u0647 \u0641\u0627\u0631\u0633\u06cc (\u062e\u0648\u062f\u0645\u0648\u0646\u06cc) \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong> \u2014 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc<\/li>\r\n <li><strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u0646\u06a9\u062a\u0647 \u0631\u0633\u0645\u06cc \u0641\u0627\u0631\u0633\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong> \u2014 \u0646\u06af\u0627\u0631\u0634 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u060c \u0639\u0644\u0645\u06cc \u0648 \u0645\u0646\u0627\u0633\u0628 \u0686\u0627\u067e<\/li>\r\n\r\n <li>\r\n <strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u062a\u0634\u0631\u06cc\u062d\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong><br>\r\n \u2014 \u0647\u0631 \u0633\u0624\u0627\u0644 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u067e\u0627\u0633\u062e \u06a9\u0627\u0645\u0644 \u0648 \u0634\u0641\u0627\u0641 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u061b \u0645\u0646\u0627\u0633\u0628 \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u0631\u0641\u0639 \u0627\u0628\u0647\u0627\u0645.\r\n <\/li>\r\n\r\n <li>\r\n <strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF (\u0646\u0633\u062e\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0633\u0631\u06cc\u0639)<\/strong><br>\r\n \u2014 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u067e\u0633 \u0627\u0632 \u0633\u0624\u0627\u0644 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f\u061b \u0645\u0646\u0627\u0633\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u062a\u062b\u0628\u06cc\u062a \u0645\u0637\u0627\u0644\u0628.\r\n <\/li>\r\n\r\n <li>\r\n <strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF (\u0646\u0633\u062e\u0647 \u062e\u0648\u062f\u0622\u0632\u0645\u0627\u06cc\u06cc \u067e\u0627\u06cc\u0627\u0646\u200c\u0628\u062e\u0634)<\/strong><br>\r\n \u2014 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u062f\u0631 \u0627\u0646\u062a\u0647\u0627\u06cc \u0647\u0631 \u0628\u062e\u0634 \u0622\u0645\u062f\u0647\u200c\u0627\u0646\u062f\u061b \u0645\u0646\u0627\u0633\u0628 \u0622\u0632\u0645\u0648\u0646 \u0648\u0627\u0642\u0639\u06cc \u0648 \u0633\u0646\u062c\u0634 \u0645\u06cc\u0632\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc.\r\n <\/li>\r\n\r\n <li>\r\n <strong>\u06a9\u062a\u0627\u0628 \u062a\u0645\u0631\u06cc\u0646\u200c\u0647\u0627\u06cc \u062f\u0631\u0633\u062a \/ \u0646\u0627\u062f\u0631\u0633\u062a (True \/ False) \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong><br>\r\n \u2014 \u0645\u0646\u0627\u0633\u0628 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0642\u062a \u0645\u0641\u0647\u0648\u0645\u06cc \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0635\u062d\u06cc\u062d \u06cc\u0627 \u0646\u0627\u062f\u0631\u0633\u062a \u0628\u0648\u062f\u0646 \u06af\u0632\u0627\u0631\u0647\u200c\u0647\u0627.\r\n <\/li>\r\n\r\n <li>\r\n <strong>\u06a9\u062a\u0627\u0628 \u062a\u0645\u0631\u06cc\u0646\u200c\u0647\u0627\u06cc \u062c\u0627\u06cc \u062e\u0627\u0644\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong><br>\r\n \u2014 \u062a\u0642\u0648\u06cc\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0641\u0639\u0627\u0644 \u0648 \u062a\u0633\u0644\u0637 \u0628\u0631 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc.\r\n <\/li>\r\n<\/ul>\r\n\t\r\n\t\r\n\t\r\n\t\r\n <p style=\"color: #388E3C; font-weight: bold; font-size: 18px; margin-top: 20px;\"> \ud83c\udfaf \u0627\u06cc\u0646 \u0628\u0633\u062a\u0647 \u06cc\u06a9 \u062f\u0648\u0631\u0647\u0654 \u0622\u0645\u0648\u0632\u0634\u06cc \u06a9\u0627\u0645\u0644 \u0648\r\n \u0686\u0646\u062f\u0644\u0627\u06cc\u0647 \u0627\u0633\u062a\u061b \u0634\u0627\u0645\u0644 \u0622\u0645\u0648\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631\u06cc\u060c \u0635\u0648\u062a\u06cc\u060c \u06a9\u062a\u0627\u0628\u200c\u0647\u0627\u060c \u062a\u0645\u0631\u06cc\u0646\u200c\u0647\u0627 \u0648 \u062e\u0648\u062f\u0622\u0632\u0645\u0627\u06cc\u06cc . <\/p>\r\n <hr style=\"border: none; border-top: 1px dashed #81C784; margin: 20px 0;\">\r\n <h3 style=\"color: #2E7D32;\">\u2139\ufe0f \u0646\u06a9\u0627\u062a \u0645\u0647\u0645 \u0647\u0646\u06af\u0627\u0645 \u062e\u0631\u06cc\u062f<\/h3>\r\n <ul style=\"list-style-type: '\ud83d\udd38 '; padding-left: 20px; font-size: 15px; line-height: 1.9;\">\r\n <li>\u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a <strong>\u0641\u0627\u06cc\u0644 \u062f\u0627\u0646\u0644\u0648\u062f\u06cc \u06a9\u0627\u0645\u0644<\/strong> \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0646\u0633\u062e\u0647\u0654 \u0686\u0627\u067e\u06cc \u0646\u062f\u0627\u0631\u062f.<\/li>\r\n <li>\u062a\u0645\u0627\u0645\u06cc \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u0648 \u06a9\u062a\u0627\u0628\u200c\u0647\u0627 <strong>\u06a9\u0627\u0645\u0644\u0627\u064b \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0647\u0633\u062a\u0646\u062f.<\/li>\r\n <li><strong>\u062a\u0648\u062c\u0647:<\/strong> \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u062f\u0648\u0631\u0647 \u0637\u06cc <strong>\u06f4\u06f8 \u0633\u0627\u0639\u062a<\/strong> \u067e\u0633 \u0627\u0632 \u062b\u0628\u062a \u0633\u0641\u0627\u0631\u0634 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/li>\r\n <li>\u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u062f\u0631\u062c \u0634\u0645\u0627\u0631\u0647 \u0645\u0648\u0628\u0627\u06cc\u0644 \u0646\u06cc\u0633\u062a\u061b \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\r\n <li>\u062f\u0631 \u0635\u0648\u0631\u062a \u0628\u0631\u0648\u0632 \u0645\u0634\u06a9\u0644 \u062f\u0631 \u062f\u0627\u0646\u0644\u0648\u062f \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 <strong>09395106248<\/strong> \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/li>\r\n <li>\u0627\u06af\u0631 \u067e\u0631\u062f\u0627\u062e\u062a \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0648\u0644\u06cc \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u062f\u060c \u0646\u0627\u0645 \u0648 \u0646\u0627\u0645 \u062e\u0627\u0646\u0648\u0627\u062f\u06af\u06cc \u0648 \u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0631\u0627 \u067e\u06cc\u0627\u0645\u06a9 \u06a9\u0646\u06cc\u062f \u062a\u0627\r\n \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u0631\u0633\u0627\u0644 \u0634\u0648\u0646\u062f.<\/li>\r\n <\/ul>\r\n <p style=\"font-size: 16px; line-height: 1.8; margin-top: 15px;\"> \ud83d\udcac \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0627\u0631\u062a\u0628\u0627\u0637\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc:<br> \u0648\u0627\u062a\u0633\u200c\u0627\u067e \u06cc\u0627 \u067e\u06cc\u0627\u0645\u06a9:\r\n <strong>09395106248<\/strong><br> \u062a\u0644\u06af\u0631\u0627\u0645: <strong>@ma_limbs<\/strong> <\/p>\r\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0648\u0631\u0647 ABIDES-MARL: \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u0639\u0627\u0645\u0644\u0627\u062a\u06cc ABIDES-MARL: \u0627\u0646\u0642\u0644\u0627\u0628\u06cc \u062f\u0631 \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0686\u0646\u062f \u0639\u0627\u0645\u0644\u06cc \u0622\u06cc\u0627 \u062a\u0627 \u0628\u0647 \u062d\u0627\u0644 \u0628\u0647 \u0627\u06cc\u0646 \u0641\u06a9\u0631 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u062f \u06a9\u0647 \u0628\u0627\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0686\u06af\u0648\u0646\u0647 \u0648\u0627\u0642\u0639\u0627\u064b \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9…<\/p>\n","protected":false},"featured_media":67493,"comment_status":"open","ping_status":"closed","template":"","meta":{"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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