
{"id":41136,"date":"2024-09-26T06:46:17","date_gmt":"2024-09-26T06:46:17","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/%d8%aa%d8%b1%d8%ac%d9%85%d9%87-%d9%81%d8%a7%d8%b1%d8%b3%db%8c-%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87-%d8%b3%d9%85%d8%aa-%d8%a7%d8%aa%d9%88%d9%85%d8%a7%d8%b3%db%8c%d9%88%d9%86-%d8%b1%d8%a7%d9%86\/"},"modified":"2024-09-26T06:46:47","modified_gmt":"2024-09-26T06:46:47","slug":"%d8%aa%d8%b1%d8%ac%d9%85%d9%87-%d9%81%d8%a7%d8%b1%d8%b3%db%8c-%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87-%d8%b3%d9%85%d8%aa-%d8%a7%d8%aa%d9%88%d9%85%d8%a7%d8%b3%db%8c%d9%88%d9%86-%d8%b1%d8%a7%d9%86","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%d8%aa%d8%b1%d8%ac%d9%85%d9%87-%d9%81%d8%a7%d8%b1%d8%b3%db%8c-%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%a8%d9%87-%d8%b3%d9%85%d8%aa-%d8%a7%d8%aa%d9%88%d9%85%d8%a7%d8%b3%db%8c%d9%88%d9%86-%d8%b1%d8%a7%d9%86\/","title":{"rendered":"\u062a\u0631\u062c\u0645\u0647 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0633\u0645\u062a \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0631\u0627\u0646\u0646\u062f\u06af\u06cc \u062a\u0639\u0627\u0648\u0646\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0648 \u0642\u0627\u0628\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc: \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0628\u0627 \u0645\u062f\u0644 \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646"},"content":{"rendered":"<table class=\"table table-striped table-hover\">\n<tbody>\n<tr>\n<td>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc <\/td>\n<td>Towards Interactive and Learnable Cooperative Driving Automation: a Large Language Model-Driven Decision-Making Framework<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc <\/td>\n<td>\u062a\u0631\u062c\u0645\u0647 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0633\u0645\u062a \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0631\u0627\u0646\u0646\u062f\u06af\u06cc \u062a\u0639\u0627\u0648\u0646\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0648 \u0642\u0627\u0628\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc: \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0628\u0627 \u0645\u062f\u0644 \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 <\/td>\n<td>Shiyu Fang, Jiaqi Liu, Mingyu Ding, Yiming Cui, Chen Lv, Chen Lv, Chen Lv<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0631\u0645\u062a \u0645\u0642\u0627\u0644\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc <\/td>\n<td>PDF<\/td>\n<\/tr>\n<tr>\n<td>\u0632\u0628\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u062d\u0648\u06cc\u0644\u06cc <\/td>\n<td>\u062a\u0631\u062c\u0645\u0647 \u0641\u0627\u0631\u0633\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0631\u0645\u062a \u0645\u0642\u0627\u0644\u0647 \u062a\u0631\u062c\u0645\u0647 \u0634\u062f\u0647 <\/td>\n<td>\u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u0648\u0631\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u062d\u0648\u0647 \u062a\u062d\u0648\u06cc\u0644 \u062a\u0631\u062c\u0645\u0647 <\/td>\n<td>\u062f\u0648 \u062a\u0627 \u0633\u0647 \u0631\u0648\u0632 \u067e\u0633 \u0627\u0632 \u062b\u0628\u062a \u0633\u0641\u0627\u0631\u0634 (\u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u062f\u0627\u0646\u0644\u0648\u062f\u06cc)<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a<\/td>\n<td>12<\/td>\n<\/tr>\n<tr>\n<td>\u0644\u06cc\u0646\u06a9 \u062f\u0627\u0646\u0644\u0648\u062f \u0631\u0627\u06cc\u06af\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc<\/td>\n<td><a href=\"https:\/\/arxiv.org\/pdf\/2409.12812\">\u062f\u0627\u0646\u0644\u0648\u062f \u0645\u0642\u0627\u0644\u0647<\/a><\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u0648\u0636\u0648\u0639\u0627\u062a  <\/td>\n<td>Robotics,Artificial Intelligence,\u0631\u0648\u0628\u0627\u062a\u06cc\u06a9 , \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc ,<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a    <\/td>\n<td>Submitted 19 September, 2024; originally announced September 2024.<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc    <\/td>\n<td>\u0627\u0631\u0633\u0627\u0644 \u0634\u062f\u0647 \u062f\u0631 19 \u0633\u067e\u062a\u0627\u0645\u0628\u0631 2024 \u061b\u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0633\u067e\u062a\u0627\u0645\u0628\u0631 2024 \u0627\u0639\u0644\u0627\u0645 \u0634\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u0639\u0644\u0645\u06cc      <\/td>\n<td>\n            <a href=\"https:\/\/inspirehep.net\/arxiv\/2409.12812\">INSPIRE HEP<\/a><br \/>\n            <br \/>\n            <a href=\"https:\/\/ui.adsabs.harvard.edu\/abs\/arXiv:2409.12812\">NASA ADS<\/a><br \/>\n            <br \/>\n            <a href=\"https:\/\/scholar.google.com\/scholar_lookup?arxiv_id=2409.12812\">Google Scholar<\/a><br \/>\n            <br \/>\n            <a href=\"https:\/\/api.semanticscholar.org\/arXiv:2409.12812\">Semantic Scholar<\/a><br \/>\n            <br \/>\n            <a href=\"https:\/\/arxiv.org\/abs\/2409.12812>arXiv<\/a><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\r\n<table class=\"table table-striped table-hover table-primary\">\r\n    <tr>\r\n        <td>\u0641\u0631\u0645\u062a \u0627\u0631\u0627\u0626\u0647 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647  <\/td>\r\n        <td>\u062a\u062d\u0648\u06cc\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u0648\u0631\u062f<\/td>\r\n    <\/tr>\r\n    <tr>\r\n        <td>\u0632\u0645\u0627\u0646 \u062a\u062d\u0648\u06cc\u0644 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647  <\/td>\r\n        <td>\u0628\u06cc\u0646 2 \u062a\u0627 3 \u0631\u0648\u0632 \u067e\u0633 \u0627\u0632 \u062b\u0628\u062a \u0633\u0641\u0627\u0631\u0634<\/td>\r\n    <\/tr>\r\n\t<tr>\r\n        <td>\u06a9\u06cc\u0641\u06cc\u062a \u062a\u0631\u062c\u0645\u0647  <\/td>\r\n        <td>\u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627. \u0645\u0642\u0627\u0644\u0647 \u0641\u0642\u0637 \u062a\u0648\u0633\u0637 \u0645\u062a\u0631\u062c\u0645\u06cc\u0646 \u0628\u0627 \u0645\u062f\u0631\u06a9 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0645\u062a\u0631\u062c\u0645\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/td>\r\n    <\/tr>\r\n\t\t<tr>\r\n        <td>\u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0631\u0645\u0648\u0644 \u0647\u0627  <\/td>\r\n        <td>\u06a9\u0644\u06cc\u0647 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0631\u0645\u0648\u0644 \u0647\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0641\u0627\u06cc\u0644 \u062a\u062d\u0648\u06cc\u0644\u06cc \u0648\u0631\u062f \u062f\u0631\u062c \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/td>\r\n    <\/tr>\r\n<\/table>\r\n\r\n\n<h2>\u0686\u06a9\u06cc\u062f\u0647<\/h2>\n<p style=\"direction:ltr;\">At present, Connected Autonomous Vehicles (CAVs) have begun to open road testing around the world, but their safety and efficiency performance in complex scenarios is still not satisfactory. Cooperative driving leverages the connectivity ability of CAVs to achieve synergies greater than the sum of their parts, making it a promising approach to improving CAV performance in complex scenarios. However, the lack of interaction and continuous learning ability limits current cooperative driving to single-scenario applications and specific Cooperative Driving Automation (CDA). To address these challenges, this paper proposes CoDrivingLLM, an interactive and learnable LLM-driven cooperative driving framework, to achieve all-scenario and all-CDA. First, since Large Language Models(LLMs) are not adept at handling mathematical calculations, an environment module is introduced to update vehicle positions based on semantic decisions, thus avoiding potential errors from direct LLM control of vehicle positions. Second, based on the four levels of CDA defined by the SAE J3216 standard, we propose a Chain-of-Thought (COT) based reasoning module that includes state perception, intent sharing, negotiation, and decision-making, enhancing the stability of LLMs in multi-step reasoning tasks. Centralized conflict resolution is then managed through a conflict coordinator in the reasoning process. Finally, by introducing a memory module and employing retrieval-augmented generation, CAVs are endowed with the ability to learn from their past experiences. We validate the proposed CoDrivingLLM through ablation experiments on the negotiation module, reasoning with different shots experience, and comparison with other cooperative driving methods.<\/p>\n<h2>\u0686\u06a9\u06cc\u062f\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc (\u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc)<\/h2>\n<p>\u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u060c \u0648\u0633\u0627\u06cc\u0644 \u0646\u0642\u0644\u06cc\u0647 \u062e\u0648\u062f\u0645\u062e\u062a\u0627\u0631 \u0645\u062a\u0635\u0644 (CAV) \u0634\u0631\u0648\u0639 \u0628\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0622\u0632\u0645\u0627\u06cc\u0634 \u062c\u0627\u062f\u0647 \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 \u062c\u0647\u0627\u0646 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f \u060c \u0627\u0645\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u06cc\u0645\u0646\u06cc \u0648 \u06a9\u0627\u0631\u0622\u06cc\u06cc \u0622\u0646\u0647\u0627 \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0647\u0646\u0648\u0632 \u0631\u0636\u0627\u06cc\u062a \u0628\u062e\u0634 \u0646\u06cc\u0633\u062a.\u0631\u0627\u0646\u0646\u062f\u06af\u06cc \u062a\u0639\u0627\u0648\u0646\u06cc \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0627\u062a\u0635\u0627\u0644 CAV \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0647\u0645 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639 \u0642\u0637\u0639\u0627\u062a \u0622\u0646\u0647\u0627 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0648 \u0627\u06cc\u0646 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0627\u0645\u06cc\u062f\u0648\u0627\u0631 \u06a9\u0646\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f CAV \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0633\u062a.\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u060c \u0639\u062f\u0645 \u062a\u0639\u0627\u0645\u0644 \u0648 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062f\u0627\u0648\u0645 \u060c \u0631\u0627\u0646\u0646\u062f\u06af\u06cc \u062a\u0639\u0627\u0648\u0646\u06cc \u0641\u0639\u0644\u06cc \u0631\u0627 \u0628\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062a\u06a9 \u0635\u062d\u0646\u0647 \u0648 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0631\u0627\u0646\u0646\u062f\u06af\u06cc \u062a\u0639\u0627\u0648\u0646\u06cc \u062e\u0627\u0635 (CDA) \u0645\u062d\u062f\u0648\u062f \u0645\u06cc \u06a9\u0646\u062f.\u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u062e\u062a\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634 \u0647\u0627 \u060c \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 CodrivingLLM \u060c \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0631\u0627\u0646\u0646\u062f\u06af\u06cc \u062a\u0639\u0627\u0648\u0646\u06cc LLM \u0645\u062d\u0648\u0631 LLM \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 All-Scenario \u0648 All-CDA \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.\u0627\u0648\u0644 \u060c \u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0645\u062f\u0644\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646 (LLMS) \u062f\u0631 \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0631\u06cc\u0627\u0636\u06cc \u0645\u0627\u0647\u0631 \u0646\u06cc\u0633\u062a\u0646\u062f \u060c \u06cc\u06a9 \u0645\u0627\u0698\u0648\u0644 \u0645\u062d\u06cc\u0637 \u0628\u0631\u0627\u06cc \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u0648\u0642\u0639\u06cc\u062a \u0647\u0627\u06cc \u0648\u0633\u06cc\u0644\u0647 \u0646\u0642\u0644\u06cc\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc \u0634\u0648\u062f \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u0632 \u062e\u0637\u0627\u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0627\u0632 \u06a9\u0646\u062a\u0631\u0644 \u0645\u0633\u062a\u0642\u06cc\u0645 LLM \u0645\u0648\u0642\u0639\u06cc\u062a \u0647\u0627\u06cc \u0648\u0633\u06cc\u0644\u0647 \u0646\u0642\u0644\u06cc\u0647 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f.\u062f\u0648\u0645 \u060c \u0628\u0631 \u0627\u0633\u0627\u0633 \u0686\u0647\u0627\u0631 \u0633\u0637\u062d CDA \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f SAE J3216 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0627\u0633\u062a \u060c \u0645\u0627 \u06cc\u06a9 \u0645\u0627\u0698\u0648\u0644 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0632\u0646\u062c\u06cc\u0631\u0647 \u0627\u06cc (COT) \u0631\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0634\u0627\u0645\u0644 \u062f\u0631\u06a9 \u062f\u0648\u0644\u062a \u060c \u0627\u0634\u062a\u0631\u0627\u06a9 \u0642\u0635\u062f \u060c \u0645\u0630\u0627\u06a9\u0631\u0647 \u0648 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u060c \u0627\u0641\u0632\u0627\u06cc\u0634 \u062b\u0628\u0627\u062a LLMS \u0627\u0633\u062a.\u062f\u0631 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0686\u0646\u062f \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc.\u0633\u067e\u0633 \u062d\u0644 \u0648 \u0641\u0635\u0644 \u0645\u0646\u0627\u0642\u0634\u0647 \u0645\u062a\u0645\u0631\u06a9\u0632 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0647\u0645\u0627\u0647\u0646\u06af \u06a9\u0646\u0646\u062f\u0647 \u062f\u0631\u06af\u06cc\u0631\u06cc \u062f\u0631 \u0641\u0631\u0627\u06cc\u0646\u062f \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u062f\u0627\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f.\u0633\u0631\u0627\u0646\u062c\u0627\u0645 \u060c \u0628\u0627 \u0645\u0639\u0631\u0641\u06cc \u06cc\u06a9 \u0645\u0627\u0698\u0648\u0644 \u062d\u0627\u0641\u0638\u0647 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0633\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u060c CAVS \u0628\u0627 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062a\u062c\u0631\u0628\u06cc\u0627\u062a \u06af\u0630\u0634\u062a\u0647 \u062e\u0648\u062f \u060c \u0648\u0642\u0641 \u0645\u06cc \u0634\u0648\u062f.\u0645\u0627 CodrivingLLM \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u0641\u0631\u0633\u0627\u06cc\u0634 \u062f\u0631 \u0645\u0627\u0698\u0648\u0644 \u0645\u0630\u0627\u06a9\u0631\u0647 \u060c \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0627 \u062a\u062c\u0631\u0628\u0647 \u0639\u06a9\u0633 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0631\u0627\u0646\u0646\u062f\u06af\u06cc \u062a\u0639\u0627\u0648\u0646\u06cc \u062a\u0623\u06cc\u06cc\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\r\n<table class=\"table table-striped table-hover table-primary\">\r\n    <tr>\r\n        <td>\u0641\u0631\u0645\u062a \u0627\u0631\u0627\u0626\u0647 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647  <\/td>\r\n        <td>\u062a\u062d\u0648\u06cc\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u0648\u0631\u062f<\/td>\r\n    <\/tr>\r\n    <tr>\r\n        <td>\u0632\u0645\u0627\u0646 \u062a\u062d\u0648\u06cc\u0644 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647  <\/td>\r\n        <td>\u0628\u06cc\u0646 2 \u062a\u0627 3 \u0631\u0648\u0632 \u067e\u0633 \u0627\u0632 \u062b\u0628\u062a \u0633\u0641\u0627\u0631\u0634<\/td>\r\n    <\/tr>\r\n\t<tr>\r\n        <td>\u06a9\u06cc\u0641\u06cc\u062a \u062a\u0631\u062c\u0645\u0647  <\/td>\r\n        <td>\u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627. \u0645\u0642\u0627\u0644\u0647 \u0641\u0642\u0637 \u062a\u0648\u0633\u0637 \u0645\u062a\u0631\u062c\u0645\u06cc\u0646 \u0628\u0627 \u0645\u062f\u0631\u06a9 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0645\u062a\u0631\u062c\u0645\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/td>\r\n    <\/tr>\r\n\t\t<tr>\r\n        <td>\u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0631\u0645\u0648\u0644 \u0647\u0627  <\/td>\r\n        <td>\u06a9\u0644\u06cc\u0647 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0631\u0645\u0648\u0644 \u0647\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0641\u0627\u06cc\u0644 \u062a\u062d\u0648\u06cc\u0644\u06cc \u0648\u0631\u062f \u062f\u0631\u062c \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/td>\r\n    <\/tr>\r\n<\/table>\r\n\r\n\n","protected":false},"excerpt":{"rendered":"<p>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc Towards Interactive and Learnable Cooperative Driving Automation: a Large Language Model-Driven Decision-Making Framework \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 [&hellip;]<\/p>\n","protected":false},"featured_media":27,"comment_status":"open","ping_status":"open","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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_cat":[21],"product_tag":[],"class_list":{"0":"post-41136","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-21","7":"pmpro-has-access","8":"desktop-align-left","9":"tablet-align-left","10":"mobile-align-left","12":"first","13":"instock","14":"downloadable","15":"shipping-taxable","16":"purchasable","17":"product-type-simple"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u062a\u0631\u062c\u0645\u0647 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0633\u0645\u062a \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0631\u0627\u0646\u0646\u062f\u06af\u06cc \u062a\u0639\u0627\u0648\u0646\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0648 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\u0633\u0645\u062a \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0631\u0627\u0646\u0646\u062f\u06af\u06cc \u062a\u0639\u0627\u0648\u0646\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0648 \u0642\u0627\u0628\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc: \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0628\u0627 \u0645\u062f\u0644 \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646 - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\" \/>\n<meta property=\"og:description\" content=\"\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc Towards Interactive and Learnable Cooperative Driving Automation: a Large Language Model-Driven Decision-Making Framework \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 [&hellip;]\" \/>\n<meta property=\"og:url\" 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