AI Agent - arXivDaily 专题

2502.05573 2025-02-11 cs.MA cs.AI cs.LG cs.RO 88%

Low-Rank Agent-Specific Adaptation (LoRASA) for Multi-Agent Policy Learning

Beining Zhang, Aditya Kapoor, Mingfei Sun

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments 31 pages, 20 figures, 13 tables

2412.14779 2024-12-20 cs.MA cs.AI cs.GT cs.LG cs.RO 88%

Agent-Temporal Credit Assignment for Optimal Policy Preservation in Sparse Multi-Agent Reinforcement Learning

Aditya Kapoor, Sushant Swamy, Kale-ab Tessera, Mayank Baranwal, Mingfei Sun, Harshad Khadilkar, Stefano V. Albrecht

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments 12 pages, 1 figure

2412.07639 2024-12-19 cs.AI cs.LG 88%

Offline Multi-Agent Reinforcement Learning via In-Sample Sequential Policy Optimization

Zongkai Liu, Qian Lin, Chao Yu, Xiawei Wu, Yile Liang, Donghui Li, Xuetao Ding

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

2402.11534 2024-12-06 cs.CL cs.AI 88%

PreAct: Prediction Enhances Agent's Planning Ability

Dayuan Fu, Jianzhao Huang, Siyuan Lu, Guanting Dong, Yejie Wang, Keqing He, Weiran Xu

专题命中规划决策：agent(title,abstract)；planning(title,abstract)；分类 cs.AI、cs.CL

Comments Coling 2025

2411.15998 2024-11-26 cs.AI cs.LG cs.MA 88%

PIANIST: Learning Partially Observable World Models with LLMs for Multi-Agent Decision Making

Jonathan Light, Sixue Xing, Yuanzhe Liu, Weiqin Chen, Min Cai, Xiusi Chen, Guanzhi Wang, Wei Cheng, Yisong Yue, Ziniu Hu

专题命中规划决策：agent(title,abstract)；multi-agent(title)；planning(abstract)；分类 cs.AI、cs.LG

Comments Published at Language Gamification Workshop 2024 @ NeurIPS

2409.16686 2024-11-12 cs.AI cs.CL 88%

MSI-Agent: Incorporating Multi-Scale Insight into Embodied Agents for Superior Planning and Decision-Making

Dayuan Fu, Biqing Qi, Yihuai Gao, Che Jiang, Guanting Dong, Bowen Zhou

专题命中规划决策：agent(title,abstract)；planning(title,abstract)；分类 cs.AI、cs.CL

Journal ref EMNLP 2024 Main

2408.06458 2024-11-06 cs.AI cs.CL 88%

Towards Autonomous Agents: Adaptive-planning, Reasoning, and Acting in Language Models

Abhishek Dutta, Yen-Che Hsiao

专题命中规划决策：autonomous agent(title,abstract)；planning(title)；agent(abstract)；分类 cs.AI、cs.CL

2012.15472 2024-10-30 cs.RO cs.AI cs.LG 88%

Multi-Agent Reinforcement Learning for Unmanned Aerial Vehicle Coordination by Multi-Critic Policy Gradient Optimization

Yoav Alon, Huiyu Zhou

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments This work has been submitted to the IEEE for possible publication

2304.12458 2024-09-24 eess.SY cs.AI cs.LG cs.SY 88%

Model-Free Learning and Optimal Policy Design in Multi-Agent MDPs Under Probabilistic Agent Dropout

Carmel Fiscko, Soummya Kar, Bruno Sinopoli

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments 22 pages, 5 figures

2404.14777 2024-07-23 cs.CL cs.LG 88%

ClinicalAgent: Clinical Trial Multi-Agent System with Large Language Model-based Reasoning

Ling Yue, Sixue Xing, Jintai Chen, Tianfan Fu

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.CL、cs.LG

2111.11229 2024-04-04 cs.LG cs.AI cs.MA 88%

Off-Policy Correction For Multi-Agent Reinforcement Learning

Michał Zawalski, Błażej Osiński, Henryk Michalewski, Piotr Miłoś

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

2402.18272 2024-02-29 cs.CL cs.AI 88%

Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?

Qineng Wang, Zihao Wang, Ying Su, Hanghang Tong, Yangqiu Song

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.CL

Comments 22 pages, 5 figures, 10 tables

2402.01108 2024-02-05 cs.CL cs.LG 88%

Reasoning Capacity in Multi-Agent Systems: Limitations, Challenges and Human-Centered Solutions

Pouya Pezeshkpour, Eser Kandogan, Nikita Bhutani, Sajjadur Rahman, Tom Mitchell, Estevam Hruschka

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.CL、cs.LG

2312.01090 2023-12-19 cs.AI cs.CL 88%

Self Generated Wargame AI: Double Layer Agent Task Planning Based on Large Language Model

Y. Sun, J. Zhao, C. Yu, W. Wang, X. Zhou

专题命中规划决策：agent(title,abstract)；planning(title,abstract)；分类 cs.AI、cs.CL

2310.05053 2023-10-10 cs.LG cs.AI cs.MA 88%

FP3O: Enabling Proximal Policy Optimization in Multi-Agent Cooperation with Parameter-Sharing Versatility

Lang Feng, Dong Xing, Junru Zhang, Gang Pan

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

2309.11247 2023-09-21 cs.LG cs.AI cs.MA 88%

Hierarchical Multi-Agent Reinforcement Learning for Air Combat Maneuvering

Ardian Selmonaj, Oleg Szehr, Giacomo Del Rio, Alessandro Antonucci, Adrian Schneider, Michael Rüegsegger

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments 22nd International Conference on Machine Learning and Applications (ICMLA 23)

2308.06741 2023-08-15 cs.LG cs.AI cs.MA 88%

Heterogeneous Multi-Agent Reinforcement Learning via Mirror Descent Policy Optimization

Mohammad Mehdi Nasiri, Mansoor Rezghi

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

2203.15925 2023-08-03 cs.RO cs.AI cs.LG cs.MA 88%

Asynchronous, Option-Based Multi-Agent Policy Gradient: A Conditional Reasoning Approach

Xubo Lyu, Amin Banitalebi-Dehkordi, Mo Chen, Yong Zhang

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments Accepted by IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2023

2307.08794 2023-07-19 cs.LG cs.AI cs.MA cs.SY eess.SY 88%

Non-Stationary Policy Learning for Multi-Timescale Multi-Agent Reinforcement Learning

Patrick Emami, Xiangyu Zhang, David Biagioni, Ahmed S. Zamzam

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments Accepted at IEEE CDC'23. 7 pages, 6 figures

2305.00684 2023-05-02 cs.LG cs.AI cs.GT cs.MA stat.ML 88%

On the Complexity of Multi-Agent Decision Making: From Learning in Games to Partial Monitoring

Dylan J. Foster, Dean P. Foster, Noah Golowich, Alexander Rakhlin

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments 95 pages

2304.05632 2023-04-13 cs.AI cs.LG 88%

Multi-agent Policy Reciprocity with Theoretical Guarantee

Haozhi Wang, Yinchuan Li, Qing Wang, Yunfeng Shao, Jianye Hao

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

2304.01447 2023-04-05 cs.MA cs.AI cs.LG 88%

Off-Policy Action Anticipation in Multi-Agent Reinforcement Learning

Ariyan Bighashdel, Daan de Geus, Pavol Jancura, Gijs Dubbelman

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

2301.09420 2023-01-24 cs.LG cs.AI cs.CV 88%

On Multi-Agent Deep Deterministic Policy Gradients and their Explainability for SMARTS Environment

Ansh Mittal, Aditya Malte

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments 6 pages, 5 figures

2212.03041 2022-12-21 cs.AI cs.LG cs.MA 88%

Towards a more efficient computation of individual attribute and policy contribution for post-hoc explanation of cooperative multi-agent systems using Myerson values

Giorgio Angelotti, Natalia Díaz-Rodríguez

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments Accepted for publication in Elsevier's Knowledge-Based Systems

Journal ref Knowledge-Based Systems 260 (2023) 110189

2110.07246 2022-12-08 cs.MA cs.AI cs.LG 88%

HAVEN: Hierarchical Cooperative Multi-Agent Reinforcement Learning with Dual Coordination Mechanism

Zhiwei Xu, Yunpeng Bai, Bin Zhang, Dapeng Li, Guoliang Fan

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments 13 pages, 11 figures, 2 tables

2209.08347 2022-09-20 cs.LG cs.AI cs.MA cs.RO 88%

Sub-optimal Policy Aided Multi-Agent Reinforcement Learning for Flocking Control

Yunbo Qiu, Yue Jin, Jian Wang, Xudong Zhang

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments Accepted by IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2022

2204.12568 2022-05-24 cs.AI cs.LG 88%

Toward Policy Explanations for Multi-Agent Reinforcement Learning

Kayla Boggess, Sarit Kraus, Lu Feng

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments 9 pages, 3 figures, 2 tables, 2 algorithms, IJCAI 2022

2205.09967 2022-05-23 cs.AI cs.LG 88%

A Fully Controllable Agent in the Path Planning using Goal-Conditioned Reinforcement Learning

GyeongTaek Lee

专题命中规划决策：agent(title,abstract)；planning(title,abstract)；分类 cs.AI、cs.LG

2108.08612 2022-04-05 cs.LG cs.AI cs.MA 88%

Settling the Variance of Multi-Agent Policy Gradients

Jakub Grudzien Kuba, Muning Wen, Yaodong Yang, Linghui Meng, Shangding Gu, Haifeng Zhang, David Henry Mguni, Jun Wang

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

2105.03363 2022-03-18 cs.LG cs.AI cs.MA 88%

Model-based Multi-agent Policy Optimization with Adaptive Opponent-wise Rollouts

Weinan Zhang, Xihuai Wang, Jian Shen, Ming Zhou

专题命中规划决策：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments Paper accepted at IJCAI 2021

1. 规划决策 35504 篇

Low-Rank Agent-Specific Adaptation (LoRASA) for Multi-Agent Policy Learning

Agent-Temporal Credit Assignment for Optimal Policy Preservation in Sparse Multi-Agent Reinforcement Learning

Offline Multi-Agent Reinforcement Learning via In-Sample Sequential Policy Optimization

PreAct: Prediction Enhances Agent's Planning Ability

PIANIST: Learning Partially Observable World Models with LLMs for Multi-Agent Decision Making

MSI-Agent: Incorporating Multi-Scale Insight into Embodied Agents for Superior Planning and Decision-Making

Towards Autonomous Agents: Adaptive-planning, Reasoning, and Acting in Language Models

Multi-Agent Reinforcement Learning for Unmanned Aerial Vehicle Coordination by Multi-Critic Policy Gradient Optimization

Model-Free Learning and Optimal Policy Design in Multi-Agent MDPs Under Probabilistic Agent Dropout

ClinicalAgent: Clinical Trial Multi-Agent System with Large Language Model-based Reasoning

Off-Policy Correction For Multi-Agent Reinforcement Learning

Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?

Reasoning Capacity in Multi-Agent Systems: Limitations, Challenges and Human-Centered Solutions

Self Generated Wargame AI: Double Layer Agent Task Planning Based on Large Language Model

FP3O: Enabling Proximal Policy Optimization in Multi-Agent Cooperation with Parameter-Sharing Versatility

Hierarchical Multi-Agent Reinforcement Learning for Air Combat Maneuvering

Heterogeneous Multi-Agent Reinforcement Learning via Mirror Descent Policy Optimization

Asynchronous, Option-Based Multi-Agent Policy Gradient: A Conditional Reasoning Approach

Non-Stationary Policy Learning for Multi-Timescale Multi-Agent Reinforcement Learning

On the Complexity of Multi-Agent Decision Making: From Learning in Games to Partial Monitoring

Multi-agent Policy Reciprocity with Theoretical Guarantee

Off-Policy Action Anticipation in Multi-Agent Reinforcement Learning

On Multi-Agent Deep Deterministic Policy Gradients and their Explainability for SMARTS Environment

Towards a more efficient computation of individual attribute and policy contribution for post-hoc explanation of cooperative multi-agent systems using Myerson values

HAVEN: Hierarchical Cooperative Multi-Agent Reinforcement Learning with Dual Coordination Mechanism

Sub-optimal Policy Aided Multi-Agent Reinforcement Learning for Flocking Control

Toward Policy Explanations for Multi-Agent Reinforcement Learning

A Fully Controllable Agent in the Path Planning using Goal-Conditioned Reinforcement Learning

Settling the Variance of Multi-Agent Policy Gradients

Model-based Multi-agent Policy Optimization with Adaptive Opponent-wise Rollouts