AI Agent

PyVision: Agentic Vision with Dynamic Tooling

Shitian Zhao, Haoquan Zhang, Shaoheng Lin, Ming Li, Qilong Wu, Kaipeng Zhang, Chen Wei

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

Comments 26 Pages, 10 Figures, Technical report, Fix Typo

AgREE: Agentic Reasoning for Knowledge Graph Completion on Emerging Entities

Ruochen Zhao, Simone Conia, Eric Peng, Min Li, Saloni Potdar

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

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery

Bo Wen, Chen Wang, Qiwei Han, Raquel Norel, Julia Liu, Thaddeus Stappenbeck, Jeffrey L. Rogers

机构 * 1 Digital Health, IBM T.J. Watson Research Center, Yorktown Heights, NY USA 2 AI Cloud Platform, IBM T.J. Watson Research Center, Yorktown Heights, NY USA 3 Nova School of Business ； Economics, Carcavelos, Portugal 4 Gastroenterology, Morehouse School of Medicine, Atlanta, GA USA 5 Inflammation 纠错

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

Comments IEEE International Conference on Digital Health (ICDH) 2025

Interaction-Merged Motion Planning: Effectively Leveraging Diverse Motion Datasets for Robust Planning

Giwon Lee, Wooseong Jeong, Daehee Park, Jaewoo Jeong, Kuk-Jin Yoon

机构 * Visual Intelligence Lab., KAIST, Korea（韩国韩世科技大学视觉智能实验室） ； Intelligent Systems and Learning Lab., DGIST, Korea（韩国全南国立科学技术院智能系统与学习实验室） 纠错

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

Comments Accepted at ICCV 2025 (Highlight)

ADEPTS: A Capability Framework for Human-Centered Agent Design

Pierluca D'Oro, Caley Drooff, Joy Chen, Joseph Tighe

机构 * FAIR at Meta（Meta 的 FAIR） 纠错

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

Agentic Reasoning: A Streamlined Framework for Enhancing LLM Reasoning with Agentic Tools

Junde Wu, Jiayuan Zhu, Yuyuan Liu, Min Xu, Yueming Jin

机构 * University of Oxford（牛津大学） ； National University of Singapore（新加坡国立大学） ； Carnegie Mellon University（卡内基梅隆大学） ； MBZUAI 纠错

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

Comments ACL 2025

Continual Reinforcement Learning by Planning with Online World Models

Zichen Liu, Guoji Fu, Chao Du, Wee Sun Lee, Min Lin

机构 * Sea AI Lab（海智人工智能实验室） ； National University of Singapore（新加坡国立大学） 纠错

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

Comments ICML 2025 Spotlight

Towards Machine Theory of Mind with Large Language Model-Augmented Inverse Planning

Rebekah A. Gelpí, Eric Xue, William A. Cunningham

机构 * Department of Psychology, University of Toronto（多伦多大学心理学系） ； Vector Institute（向量研究所） ； Schwartz Reisman Institute of Technology & Society, University of Toronto（多伦多大学科技与社会研究所） ； Department of Computer Science, University of Toronto（多伦多大学计算机科学系） 纠错

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

Agent-RLVR: Training Software Engineering Agents via Guidance and Environment Rewards

Jeff Da, Clinton Wang, Xiang Deng, Yuntao Ma, Nikhil Barhate, Sean Hendryx

机构 * Scale AI 纠错

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

PlanGenLLMs: A Modern Survey of LLM Planning Capabilities

Hui Wei, Zihao Zhang, Shenghua He, Tian Xia, Shijia Pan, Fei Liu

机构 * University of California, Merced（加州大学梅尔德分校） ； Emory University（埃默里大学） ； PAII Inc.（PAII公司） 纠错

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

Comments Accepted by ACL 2025

Language-Informed Synthesis of Rational Agent Models for Grounded Theory-of-Mind Reasoning On-The-Fly

Lance Ying, Ryan Truong, Katherine M. Collins, Cedegao E. Zhang, Megan Wei, Tyler Brooke-Wilson, Tan Zhi-Xuan, Lionel Wong, Joshua B. Tenenbaum

机构 * MIT（麻省理工学院） ； Harvard University（哈佛大学） ； University of Cambridge（剑桥大学） ； Brown University（布朗大学） ； Yale University（耶鲁大学） ； Stanford University（斯坦福大学） 纠错

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

Comments 5 figures, 19 pages

ComfyUI-R1: Exploring Reasoning Models for Workflow Generation

Zhenran Xu, Yiyu Wang, Xue Yang, Longyue Wang, Weihua Luo, Kaifu Zhang, Baotian Hu, Min Zhang

机构 * Harbin Institute of Technology (Shenzhen)（哈尔滨工业大学（深圳）） ； Alibaba International Digital Commerce（阿里巴巴国际数字商务） 纠错

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

Comments Work in progress. Try it out in ComfyUI-Copilot https://github.com/AIDC-AI/ComfyUI-Copilot

From Transformers to Large Language Models: A systematic review of AI applications in the energy sector towards Agentic Digital Twins

Gabriel Antonesi, Tudor Cioara, Ionut Anghel, Vasilis Michalakopoulos, Elissaios Sarmas, Liana Toderean

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

MedRAX: Medical Reasoning Agent for Chest X-ray

Adibvafa Fallahpour, Jun Ma, Alif Munim, Hongwei Lyu, Bo Wang

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

Comments 16 pages, 4 figures, 5 Tables

LLM-BABYBENCH: Understanding and Evaluating Grounded Planning and Reasoning in LLMs

Omar Choukrani, Idriss Malek, Daniil Orel, Zhuohan Xie, Zangir Iklassov, Martin Takáč, Salem Lahlou

机构 * MBZUAI（穆萨高等教育机构） 纠错

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

Demystifying AI Agents: The Final Generation of Intelligence

Kevin J McNamara, Rhea Pritham Marpu

机构 * New Jersey, USA（新泽西州） 纠错

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

Combining Bayesian Inference and Reinforcement Learning for Agent Decision Making: A Review

Chengmin Zhou, Ville Kyrki, Pasi Fränti, Laura Ruotsalainen

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

Skill-based Safe Reinforcement Learning with Risk Planning

Hanping Zhang, Yuhong Guo

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

PolicyEvol-Agent: Evolving Policy via Environment Perception and Self-Awareness with Theory of Mind

Yajie Yu, Yue Feng

机构 * School of Computer Science University of Birmingham（计算机科学学院 英国伯明翰大学） 纠错

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

GraphicBench: A Planning Benchmark for Graphic Design with Language Agents

Dayeon Ki, Tianyi Zhou, Marine Carpuat, Gang Wu, Puneet Mathur, Viswanathan Swaminathan

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

Comments 41 pages, 11 figures

EXCLAIM: An Explainable Cross-Modal Agentic System for Misinformation Detection with Hierarchical Retrieval

Yin Wu, Zhengxuan Zhang, Fuling Wang, Yuyu Luo, Hui Xiong, Nan Tang

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

Comments 15 pages, 2 figures

Interpreting Emergent Planning in Model-Free Reinforcement Learning

Thomas Bush, Stephen Chung, Usman Anwar, Adrià Garriga-Alonso, David Krueger

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

Comments ICLR 2025 oral

Value of Information-based Deceptive Path Planning Under Adversarial Interventions

Wesley A. Suttle, Jesse Milzman, Mustafa O. Karabag, Brian M. Sadler, Ufuk Topcu

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

Comments 10 pages, 4 figures

PAARS: Persona Aligned Agentic Retail Shoppers

Saab Mansour, Leonardo Perelli, Lorenzo Mainetti, George Davidson, Stefano D'Amato

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

Look Before Leap: Look-Ahead Planning with Uncertainty in Reinforcement Learning

Yongshuai Liu, Xin Liu

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

Socratic Planner: Self-QA-Based Zero-Shot Planning for Embodied Instruction Following

Suyeon Shin, Sujin jeon, Junghyun Kim, Gi-Cheon Kang, Byoung-Tak Zhang

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

Comments 8 pages, 6 figures, published to ICRA 2025

Guide-LLM: An Embodied LLM Agent and Text-Based Topological Map for Robotic Guidance of People with Visual Impairments

Sangmim Song, Sarath Kodagoda, Amal Gunatilake, Marc G. Carmichael, Karthick Thiyagarajan, Jodi Martin

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

Rao-Blackwellized POMDP Planning

Jiho Lee, Nisar R. Ahmed, Kyle H. Wray, Zachary N. Sunberg

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

RAPID: Efficient Retrieval-Augmented Long Text Generation with Writing Planning and Information Discovery

Hongchao Gu, Dexun Li, Kuicai Dong, Hao Zhang, Hang Lv, Hao Wang, Defu Lian, Yong Liu, Enhong Chen

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

SheetAgent: Towards A Generalist Agent for Spreadsheet Reasoning and Manipulation via Large Language Models

Yibin Chen, Yifu Yuan, Zeyu Zhang, Yan Zheng, Jinyi Liu, Fei Ni, Jianye Hao, Hangyu Mao, Fuzheng Zhang

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

Comments Accepted by International World Wide Web Conference (WWW) 2025 (oral)