AI Agent

Learning from Online Videos at Inference Time for Computer-Use Agents

Yujian Liu, Ze Wang, Hao Chen, Ximeng Sun, Xiaodong Yu, Jialian Wu, Jiang Liu, Emad Barsoum, Zicheng Liu, Shiyu Chang

机构 * UC Santa Barbara（UC圣芭芭拉大学） ； Advanced Micro Devices, Inc.（先进微器件公司） 纠错

专题命中 工具调用 ：agent(abstract)；分类 cs.AI

ASAP: an Agentic Solution to Auto-optimize Performance of Large-Scale LLM Training

Yuran Ding, Xinwei Chen, Xiaofan Zhang, Zongwei Zhou

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

Comments This work has been accepted to Workshop on ML for Systems at NeurIPS 2025

TIR-Bench: A Comprehensive Benchmark for Agentic Thinking-with-Images Reasoning

Ming Li, Jike Zhong, Shitian Zhao, Haoquan Zhang, Shaoheng Lin, Yuxiang Lai, Chen Wei, Konstantinos Psounis, Kaipeng Zhang

机构 * Shanghai AI Laboratory（上海人工智能实验室） ； University of Southern California（南加州大学） ； Emory University（埃默里大学） ； Chinese University of Hong Kong（香港中文大学） ； Rice University（德克萨斯大学奥斯汀分校） 纠错

专题命中 规划决策 ：agentic(title,abstract)；tool use(abstract)；tool-use(abstract)

Comments Preprint

GraSP-VLA: Graph-based Symbolic Action Representation for Long-Horizon Planning with VLA Policies

Maëlic Neau, Zoe Falomir, Paulo E. Santos, Anne-Gwenn Bosser, Cédric Buche

机构 * Computing Science Department, Umeå University（乌梅亚大学计算机科学系） ； PrioriAnalytica（PrioriAnalytica公司） ； Bretagne INP - ENIB（布列塔尼INP-ENIB） ； IMT Atlantique（IMT阿蒂安提大学） ； CNRS IRL 2010 CROSSING（国家科学研究中心IRL 2010 CROSSING） 纠错

专题命中 规划决策 ：planning(title,abstract)

Scalable Multi-Robot Motion Planning Using Workspace Guidance-Informed Hypergraphs

Courtney McBeth, James Motes, Isaac Ngui, Marco Morales, Nancy M. Amato

机构 * Parasol Lab, Department of Computer Science, University of Illinois Urbana-Champaign（Parasol实验室，计算机科学系，伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 规划决策 ：planning(title,abstract)

Comments This work has been submitted for review

BAPPA: Benchmarking Agents, Plans, and Pipelines for Automated Text-to-SQL Generation

Fahim Ahmed, Md Mubtasim Ahasan, Jahir Sadik Monon, Muntasir Wahed, M Ashraful Amin, A K M Mahbubur Rahman, Amin Ahsan Ali

机构 * Center for Computational & Data Sciences, Independent University, Bangladesh（计算与数据科学中心，独立大学，孟加拉国） ； University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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

Robust mean-field control under common noise uncertainty

Mathieu Laurière, Ariel Neufeld, Kyunghyun Park

专题命中 规划决策 ：agent(abstract)；planning(abstract)

Downscaling Extreme Precipitation with Wasserstein Regularized Diffusion

Yuhao Liu, James Doss-Gollin, Qiushi Dai, Ashok Veeraraghavan, Guha Balakrishnan

机构 * Department of Electrical and Computer Engineering, Rice University（电气与计算机工程系， Rice大学） ； Department of Civil and Environmental Engineering, Rice University（土木与环境工程系， Rice大学） ； Ken Kennedy Institute, Rice University（肯尼迪研究所， Rice大学） ； Department of Computer Science, Rice University（计算机科学系， Rice大学） 纠错

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

Comments 18 pages, 10 figures, 3 tables

Journal ref IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1-11, 2025, Art no. 4110211

To See or To Read: User Behavior Reasoning in Multimodal LLMs

Tianning Dong, Luyi Ma, Varun Vasudevan, Jason Cho, Sushant Kumar, Kannan Achan

机构 * Personalization Team, Walmart Global Tech（Walmart全球科技个性化团队） 纠错

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

Comments Accepted by the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: Efficient Reasoning

Learning Dynamics of RNNs in Closed-Loop Environments

Yoav Ger, Omri Barak

机构 * Rappaport Faculty of Medicine and Network Biology Research Laboratory（拉普波特医学与网络生物学研究实验室） ； Technion, Israel Institute of Technology（技术学院，以色列理工学院） 纠错

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

Comments Accepted at NeurIPS 2025

Environment Agnostic Goal-Conditioning, A Study of Reward-Free Autonomous Learning

Hampus Åström, Elin Anna Topp, Jacek Malec

专题命中 规划决策 ：agent(abstract)；分类 cs.LG

Comments 8 pages without cover, references and supplementary materials, 11 with. Submitted to RLC 2025's workshop RLBrew and IMOL 2025

BanglaMedQA and BanglaMMedBench: Evaluating Retrieval-Augmented Generation Strategies for Bangla Biomedical Question Answering

Sadia Sultana, Saiyma Sittul Muna, Mosammat Zannatul Samarukh, Ajwad Abrar, Tareque Mohmud Chowdhury

机构 * Department of Computer Science and Engineering, Islamic University of Technology（计算机科学与工程系，伊斯兰技术大学） 纠错

专题命中 规划决策 ：agentic(abstract)；分类 cs.CL

Comments Under Review

Particle-Grid Neural Dynamics for Learning Deformable Object Models from RGB-D Videos

Kaifeng Zhang, Baoyu Li, Kris Hauser, Yunzhu Li

机构 * Columbia University（哥伦比亚大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.LG

Comments Project page: https://kywind.github.io/pgnd

Plan of Knowledge: Retrieval-Augmented Large Language Models for Temporal Knowledge Graph Question Answering

Xinying Qian, Ying Zhang, Yu Zhao, Baohang Zhou, Xuhui Sui, Xiaojie Yuan

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

Comments Submitted to the IEEE for possible publication

Deep Learning-Driven Downscaling for Climate Risk Assessment of Projected Temperature Extremes in the Nordic Region

Parthiban Loganathan, Elias Zea, Ricardo Vinuesa, Evelyn Otero

专题命中 规划决策 ：planning(abstract)；分类 cs.LG

TextualVerifier: Verify TextGrad Step-by-Step

Eugenius Mario Situmorang, Adila Alfa Krisnadhi, Ari Wibisono

专题命中 规划决策 ：workflow(abstract)；分类 cs.CL

Node-Based Editing for Multimodal Generation of Text, Audio, Image, and Video

Alexander Htet Kyaw, Lenin Ravindranath Sivalingam

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Microsoft Research（微软研究院） 纠错

专题命中 规划决策 ：agent(abstract)；分类 cs.AI

Comments Accepted to NeurIPS 2025, Conference on Neural Information Processing Systems, Workshop on Generative and Protective AI for Content Creation

A non-exchangeable mean field control problem with controlled interactions

Mao Fabrice Djete

专题命中 规划决策 ：agent(abstract)

Computationally Efficient Analytical Models of Frequency and Voltage in Low-Inertia Systems

Marena Trujillo, Amir Sajadi, Jonathan Shaw, Bri-Mathias Hodge

专题命中 规划决策 ：planning(abstract)

An exact approach for the multi-depot electric vehicle scheduling problem

Xenia Haslinger, Elisabeth Gaar, Sophie N. Parragh

专题命中 规划决策 ：planning(abstract)

Differential Flatness of Quasi-Static Slider-Pusher Models with Applications in Control

Sander De Witte, Tom Lefebvre, Thomas Neve, Andras Retzler, Guillaume Crevecoeur

专题命中 规划决策 ：planning(abstract)

Two Decades of Research at the University of Lagos (2004-2023): A Scientometric Analysis of Productivity, Collaboration, and Impact

Muneer Ahmad, Samuel Ibor Ubi

专题命中 规划决策 ：planning(abstract)

Comments 19 pages, 3 figures, Research Article

Journal ref Research & Reviews : Journal of Statistics; Volume 14 Issue 1; Pages 21-37, 2025

Assessing Climate Vulnerability Risk for Substations in Massachusetts Via Sensitivity Analysis

Hritik Gopal Shah, Elli Ntakou

专题命中 规划决策 ：planning(abstract)

Electric Vehicle Charging Load Modeling: A Survey, Trends, Challenges and Opportunities

Xiachong Lin, Arian Prabowo, Imran Razzak, Hao Xue, Matthew Amos, Sam Behrens, Flora D. Salim

专题命中 规划决策 ：planning(abstract)

Comments 14 pages, 7 figures

Energy management and flexibility quantification in a discrete event distribution grid simulation

Sebastian Peter, Daniel Feismann, Johannes Bao, Thomas Oberließen, Christian Rehtanz

专题命中 规划决策 ：planning(abstract)

Comments 6 pages, 5 figures, part of PowerTech conference proceedings

Journal ref Powertech-2025

AutoVLA: A Vision-Language-Action Model for End-to-End Autonomous Driving with Adaptive Reasoning and Reinforcement Fine-Tuning

Zewei Zhou, Tianhui Cai, Seth Z. Zhao, Yun Zhang, Zhiyu Huang, Bolei Zhou, Jiaqi Ma

机构 * University of California, Los Angeles（加州大学洛杉矶分校） 纠错

专题命中 规划决策 ：planning(abstract)

Comments NeurIPS 2025; Website link:https://autovla.github.io/

DR. WELL: Dynamic Reasoning and Learning with Symbolic World Model for Embodied LLM-Based Multi-Agent Collaboration

Narjes Nourzad, Hanqing Yang, Shiyu Chen, Carlee Joe-Wong

机构 * University of Southern California（南加州大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；planning(abstract)；分类 cs.AI、cs.CL、cs.LG

CREA: A Collaborative Multi-Agent Framework for Creative Image Editing and Generation

Kavana Venkatesh, Connor Dunlop, Pinar Yanardag

机构 * Virginia Tech（弗吉尼亚理工学院） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；AI agent(abstract)

Comments Published at NeurIPS'25 Main Conference

Multi-Agent Collaborative Framework For Math Problem Generation

Kia Karbasi, Kevin Hong, Mohammad Amin Samadi, Gregory Pottie

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.CL

Comments Published in the Proceedings of the 18th International Conference on Educational Data Mining, 6 pages, 5 figures

Journal ref Kia Karbasi, Kevin Hong, Mohammad Amin Samadi, & Gregory Pottie. (2025). Multi-Agent Collaborative Framework For Math Problem Generation. Proceedings of the 18th International Conference on Educational Data Mining, 613--618

A Principle of Targeted Intervention for Multi-Agent Reinforcement Learning

Anjie Liu, Jianhong Wang, Samuel Kaski, Jun Wang, Mengyue Yang

机构 * HKUST (GZ)（香港科技大学（广州）） ； INFORMED-AI Hub（INFORMED-AI中心） ； University of Bristol（布里斯托大学） ； ELLIS Institute Finland（芬兰ELLIS研究所） ； Centre for Artificial Intelligence（人工智能中心） ； University College London（伦敦大学学院） ； School of Engineering Mathematics and Technology（工程数学与技术学院） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments Published in NeurIPS 2025