VIL2C: Value-of-Information Aware Low-Latency Communication for Multi-Agent Reinforcement Learning
VIL2C: 价值-信息感知的低延迟通信用于多智能体强化学习
专题命中 其他自动驾驶 :autonomous driving(abstract)
AI总结 VIL2C通过价值-信息感知的低延迟通信机制,优化资源分配与接收时间,提升多智能体强化学习性能。
视觉与机器人
自动驾驶感知、规划、BEV、占用预测、激光雷达和仿真评测。
VIL2C: 价值-信息感知的低延迟通信用于多智能体强化学习
专题命中 其他自动驾驶 :autonomous driving(abstract)
AI总结 VIL2C通过价值-信息感知的低延迟通信机制,优化资源分配与接收时间,提升多智能体强化学习性能。
边缘计算中为车联网服务的节能任务计算
专题命中 其他自动驾驶 :autonomous driving(abstract)
AI总结 本文提出了一种基于多智能体强化学习的边缘计算节能任务卸载方法,通过分析汽车移动模式优化任务计算,减少能耗和用户不满,提高车联网服务性能。
Comments Published in: IEEE/IFIP NOMS 2025. The final version is available at: https://doi.org/10.1109/NOMS57970.2025.11073636
Journal ref NOMS 2025-2025 IEEE Network Operations and Management Symposium, pp. 1-9
机构 * SUGraduate School of Science and Engineering, Saitama University(埼玉大学科学技术系研究生院) ; ASAcademic Association (Graduate School of Science and Engineering), Saitama University(埼玉大学学术协会(科学技术系研究生院)) ; T4TIER IV Incorporated(T4TIER IV公司)
专题命中 其他自动驾驶 :autonomous driving(abstract)
专题命中 其他自动驾驶 :self-driving(abstract)
Comments Main + End Matter 7 pages, 4 figures; SM 38 pages, 32 figures. Replaced to include additional analyses and reflect reorganization of the contents
专题命中 其他自动驾驶 :autonomous driving(abstract)
专题命中 其他自动驾驶 :autonomous driving(abstract)
Comments Submitted to AESM
专题命中 其他自动驾驶 :autonomous driving(abstract)
机构 * Delft University of Technology(代尔夫特理工大学)
专题命中 其他自动驾驶 :self-driving(abstract)
Comments Pre-print - Accepted at Symposium on Search Based Software Engineering (SSBSE) 2025 co-located with ASE'25
专题命中 其他自动驾驶 :autonomous driving(abstract)
机构 * Department of Computer ; Information Science, University of Michigan-Dearborn, Michigan, USA
专题命中 其他自动驾驶 :self-driving(abstract)
Comments 18 pages, 9 figures, 6 tables, To appear in the 41st Annual Computer Security Applications Conference (ACSAC), 2025
专题命中 其他自动驾驶 :autonomous driving(abstract)
Comments 21 pages, 7 figures
专题命中 其他自动驾驶 :autonomous driving(abstract)
专题命中 其他自动驾驶 :autonomous driving(abstract)
Comments Presented at RLC 2025; published in RLJ 2025
Journal ref Reinforcement Learning Journal 2025
专题命中 其他自动驾驶 :autonomous driving(abstract)
专题命中 其他自动驾驶 :self-driving(abstract)
专题命中 其他自动驾驶 :autonomous driving(abstract)
Comments Accepted by Design Automation Conference (DAC), 2025
专题命中 其他自动驾驶 :self-driving(abstract)
机构 * School of Artificial Intelligence, Jilin University(吉林大学人工智能学院) ; CSIRO's Data61 and Monash University (adjunct)(CSIRO的数据61与墨尔本大学(兼职)) ; King Abdullah University of Science and Technology(国王阿卜杜勒阿齐兹科技大学)
专题命中 其他自动驾驶 :autonomous driving(abstract)
机构 * School of Automitive Studies, Tongji University(自动化学院,同济大学)
专题命中 其他自动驾驶 :autonomous driving(abstract)
Comments 16 pages, 17 figures
专题命中 其他自动驾驶 :autonomous driving(abstract)
专题命中 其他自动驾驶 :autonomous driving(abstract)
Comments Accepted by International Conference on Computer-Aided Design (ICCAD) 2025
专题命中 其他自动驾驶 :autonomous driving(abstract)
机构 * School of Cyber Science and Engineering(网络科学与工程学院)
专题命中 其他自动驾驶 :autonomous driving(abstract)
机构 * School of Computer Science, Peking University(北京大学计算机学院) ; Key Laboratory of High Confidence Software Technologies (PKU), MOE(高可信软件技术重点实验室(PKU)) ; National Key Laboratory of Space Integrated Information System, Institute of Software, Chinese Academy of Sciences(空间一体化信息系统国家重点实验室,软件研究所,中国科学院) ; East China Normal University(华东师范大学)
专题命中 其他自动驾驶 :autonomous driving(abstract)
Comments 11 pages, 5 figures, published to ACL 2025
机构 * Ming Hsieh Department of Electrical and Computer Engineering, University of Southern California(明希德电气与计算机工程学院) ; Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校电气与计算机工程学院) ; Department of Electrical Engineering, State University of New York at Albany(纽约州立大学阿尔巴尼分校电气工程学院)
专题命中 其他自动驾驶 :autonomous driving(abstract)
机构 * Department of Computer Science, University of British Columbia, Vancouver, Canada ; Montr\'eal Institute for Learning Algorithms (MILA)
专题命中 其他自动驾驶 :self-driving(abstract)
Comments ICML 2025 camera ready
Journal ref Proceedings of the 41st International Conference on Machine Learning, PMLR 235:37164-37187, 2024
专题命中 其他自动驾驶 :autonomous driving(abstract)
Comments Preprint
专题命中 其他自动驾驶 :autonomous driving(abstract)
Journal ref Leveraging Applications of Formal Methods, Verification and Validation (Isola 2024)
专题命中 其他自动驾驶 :autonomous driving(abstract)
Comments 15 pages, 4 figures
机构 * School of Internet of Things Engineering, Jiangnan University(物联网工程学院,江南大学) ; Zhuhai Fudan Innovation Institute(珠海复旦创新研究院) ; Beijing National Research Center for Information Science and Technology(北京信息科学与技术国家研究中心) ; Tsinghua University(清华大学) ; Qualcomm(高通公司)
专题命中 其他自动驾驶 :autonomous driving(abstract)
Comments This paper has been accepted by sensors. The source code has been released at: https://github.com/qiongwu86/Joint-Optimization-of-AoI-and-Energy-Consumption-in-NR-V2X-System-based-on-DRL