AI Agent

Alita: Generalist Agent Enabling Scalable Agentic Reasoning with Minimal Predefinition and Maximal Self-Evolution

Jiahao Qiu, Xuan Qi, Tongcheng Zhang, Xinzhe Juan, Jiacheng Guo, Yifu Lu, Yimin Wang, Zixin Yao, Qihan Ren, Xun Jiang, Xing Zhou, Dongrui Liu, Ling Yang, Yue Wu, Kaixuan Huang, Shilong Liu, Hongru Wang, Mengdi Wang

专题命中 规划决策 ：agent(title,abstract)；agentic(title,abstract)；分类 cs.AI

Comments 9 pages, 3 figures

Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent

Yangning Li, Yinghui Li, Xinyu Wang, Yong Jiang, Zhen Zhang, Xinran Zheng, Hui Wang, Hai-Tao Zheng, Philip S. Yu, Fei Huang, Jingren Zhou

机构 * Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） ； Peng Cheng Laboratory（鹏城实验室） ； Tongyi Lab, Alibaba Group（阿里云实验室） ； University College London（伦敦大学学院） ； University of Illinois Chicago（伊利诺伊大学芝加哥分校） 纠错

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

ALAS: A Stateful Multi-LLM Agent Framework for Disruption-Aware Planning

Edward Y. Chang, Longling Geng

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

Comments 36 pages, 10 figures, 19 tables

BELLE: A Bi-Level Multi-Agent Reasoning Framework for Multi-Hop Question Answering

Taolin Zhang, Dongyang Li, Qizhou Chen, Chengyu Wang, Xiaofeng He

机构 * School of Computer Science and Information Engineering, Hefei University of Technology（合肥工业大学计算机科学与信息工程学院） ； Shanghai University of Electric Power（上海电力大学） ； Alibaba Group（阿里巴巴集团） ； East China Normal University（华东师范大学） 纠错

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

Comments Accepted by ACL2025 main track

Consolidation via Policy Information Regularization in Deep RL for Multi-Agent Games

Tailia Malloy, Tim Klinger, Miao Liu, Matthew Riemer, Gerald Tesauro, Chris R. Sims

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

LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation

Jiahao Yuan, Xingzhe Sun, Xing Yu, Jingwen Wang, Dehui Du, Zhiqing Cui, Zixiang Di

机构 * First Author Affiliation（第一作者机构） ； Second Author Affiliation（第二作者机构） 纠错

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

Comments XLLM @ ACL 2025 Shared Task-III: LLM for Structural Reasoning (LLM-SR)

Securing Agentic AI: A Comprehensive Threat Model and Mitigation Framework for Generative AI Agents

Vineeth Sai Narajala, Om Narayan

机构 * Amazon Web Services（亚马逊网络服务） 纠错

专题命中 规划决策 ：AI agent(title,abstract)；agentic(title)；agent(abstract)；分类 cs.AI

Comments 12 pages, 2 figures, 1 table, typos corrected, references added

Conformal Off-Policy Prediction for Multi-Agent Systems

Tom Kuipers, Renukanandan Tumu, Shuo Yang, Milad Kazemi, Rahul Mangharam, Nicola Paoletti

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

Comments Accepted for publication in the 63rd IEEE Conference on Decision and Control (CDC) 2024

Multi-agent cooperation through learning-aware policy gradients

Alexander Meulemans, Seijin Kobayashi, Johannes von Oswald, Nino Scherrer, Eric Elmoznino, Blake Richards, Guillaume Lajoie, Blaise Agüera y Arcas, João Sacramento

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

Discrete GCBF Proximal Policy Optimization for Multi-agent Safe Optimal Control

Songyuan Zhang, Oswin So, Mitchell Black, Chuchu Fan

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

Comments 31 pages, 15 figures; Accepted by the thirteenth International Conference on Learning Representations (ICLR 2025)

STMA: A Spatio-Temporal Memory Agent for Long-Horizon Embodied Task Planning

Mingcong Lei, Yiming Zhao, Ge Wang, Zhixin Mai, Shuguang Cui, Yatong Han, Jinke Ren

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

A novel multi-agent dynamic portfolio optimization learning system based on hierarchical deep reinforcement learning

Ruoyu Sun, Yue Xi, Angelos Stefanidis, Zhengyong Jiang, Jionglong Su

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

Enhancing Workplace Productivity and Well-being Using AI Agent

Ravirajan K, Arvind Sundarajan

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

Hierarchical Multi-agent Meta-Reinforcement Learning for Cross-channel Bidding

Shenghong He, Chao Yu

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

Responsibility-aware Strategic Reasoning in Probabilistic Multi-Agent Systems

Chunyan Mu, Muhammad Najib, Nir Oren

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

AgentMixer: Multi-Agent Correlated Policy Factorization

Zhiyuan Li, Wenshuai Zhao, Lijun Wu, Joni Pajarinen

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

Counterfactual Multi-Agent Policy Gradients

Jakob Foerster, Gregory Farquhar, Triantafyllos Afouras, Nantas Nardelli, Shimon Whiteson

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

Can an AI Agent Safely Run a Government? Existence of Probably Approximately Aligned Policies

Frédéric Berdoz, Roger Wattenhofer

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

Comments Accepted at NeurIPS 2024

Mars-PO: Multi-Agent Reasoning System Preference Optimization

Xiaoxuan Lou, Chaojie Wang, Bo An

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

Improving LLM Reasoning with Multi-Agent Tree-of-Thought Validator Agent

Fatemeh Haji, Mazal Bethany, Maryam Tabar, Jason Chiang, Anthony Rios, Peyman Najafirad

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

Guiding Multi-agent Multi-task Reinforcement Learning by a Hierarchical Framework with Logical Reward Shaping

Chanjuan Liu, Jinmiao Cong, Bingcai Chen, Yaochu Jin, Enqiang Zhu

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

DepsRAG: Towards Agentic Reasoning and Planning for Software Dependency Management

Mohannad Alhanahnah, Yazan Boshmaf

专题命中 规划决策 ：planning(title)；agentic(title)；agent(abstract)；multi-agent(abstract)

Simulation-Based Optimistic Policy Iteration For Multi-Agent MDPs with Kullback-Leibler Control Cost

Khaled Nakhleh, Ceyhun Eksin, Sabit Ekin

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

Multi-agent Off-policy Actor-Critic Reinforcement Learning for Partially Observable Environments

Ainur Zhaikhan, Ali H. Sayed

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

Visual Reasoning and Multi-Agent Approach in Multimodal Large Language Models (MLLMs): Solving TSP and mTSP Combinatorial Challenges

Mohammed Elhenawy, Ahmad Abutahoun, Taqwa I. Alhadidi, Ahmed Jaber, Huthaifa I. Ashqar, Shadi Jaradat, Ahmed Abdelhay, Sebastien Glaser, Andry Rakotonirainy

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

MAGDi: Structured Distillation of Multi-Agent Interaction Graphs Improves Reasoning in Smaller Language Models

Justin Chih-Yao Chen, Swarnadeep Saha, Elias Stengel-Eskin, Mohit Bansal

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

Comments ICML 2024 (Camera-ready); First two authors contributed equally; GitHub: https://github.com/dinobby/MAGDi

Approximate Linear Programming for Decentralized Policy Iteration in Cooperative Multi-agent Markov Decision Processes

Lakshmi Mandal, Chandrashekar Lakshminarayanan, Shalabh Bhatnagar

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

Robustifying a Policy in Multi-Agent RL with Diverse Cooperative Behaviors and Adversarial Style Sampling for Assistive Tasks

Takayuki Osa, Tatsuya Harada

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

Comments 7 pages, accepted for ICRA 2024

Self-Clustering Hierarchical Multi-Agent Reinforcement Learning with Extensible Cooperation Graph

Qingxu Fu, Tenghai Qiu, Jianqiang Yi, Zhiqiang Pu, Xiaolin Ai

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

A Neuro-Symbolic Approach to Multi-Agent RL for Interpretability and Probabilistic Decision Making

Chitra Subramanian, Miao Liu, Naweed Khan, Jonathan Lenchner, Aporva Amarnath, Sarathkrishna Swaminathan, Ryan Riegel, Alexander Gray

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