AI Agent

ALAS: Transactional and Dynamic Multi-Agent LLM Planning

Longling Geng, Edward Y. Chang

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

Multi-Objective Planning with Contextual Lexicographic Reward Preferences

Pulkit Rustagi, Yashwanthi Anand, Sandhya Saisubramanian

机构 * Oregon State University（俄勒冈州立大学） 纠错

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

Comments 9 pages, 5 figures, 2 tables, To appear in Proceedings of the 24th International Conference on Autonomous Agents and Multiagent Systems (AAMAS) 2025

GDS Agent for Graph Algorithmic Reasoning

Borun Shi, Ioannis Panagiotas

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

Comments Technical report

U2F: Encouraging SWE-Agent to Seize Novelty without Losing Feasibility

Wencheng Ye, Yan Liu

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

Divide by Question, Conquer by Agent: SPLIT-RAG with Question-Driven Graph Partitioning

Ruiyi Yang, Hao Xue, Imran Razzak, Shirui Pan, Hakim Hacid, Flora D. Salim

机构 * University of New South Wales（新南威尔士大学） ； Mohamed Bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） ； Griffith University（格里菲斯大学） ； Technology Innovation Institute（技术创新研究所） 纠错

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

Comments 20 pages, 4 figures

Evaluating Control Protocols for Untrusted AI Agents

Jon Kutasov, Chloe Loughridge, Yuqi Sun, Henry Sleight, Buck Shlegeris, Tyler Tracy, Joe Benton

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

Agent-Omni: Test-Time Multimodal Reasoning via Model Coordination for Understanding Anything

Huawei Lin, Yunzhi Shi, Tong Geng, Weijie Zhao, Wei Wang, Ravender Pal Singh

机构 * Amazon（亚马逊公司） ； Rochester Institute of Technology（罗切斯特理工学院） ； University of Rochester（罗切斯特大学） 纠错

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

Comments 16 pages, 7 figures, 14 tables. Under Review

Let the Bees Find the Weak Spots: A Path Planning Perspective on Multi-Turn Jailbreak Attacks against LLMs

Yize Liu, Yunyun Hou, Aina Sui

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

Incorporating Quality of Life in Climate Adaptation Planning via Reinforcement Learning

Miguel Costa, Arthur Vandervoort, Martin Drews, Karyn Morrissey, Francisco C. Pereira

机构 * Technical University of Denmark（丹麦技术大学） ； Univ. of Galway（Galway大学） 纠错

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

Comments Accepted for presentation at AI in Science (AIS) 2025

PlanU: Large Language Model Reasoning through Planning under Uncertainty

Ziwei Deng, Mian Deng, Chenjing Liang, Zeming Gao, Chennan Ma, Chenxing Lin, Haipeng Zhang, Songzhu Mei, Siqi Shen, Cheng Wang

机构 * Fujian Key Laboratory of Sensing and Computing for Smart Cities, School of Informatics, Xiamen University（福建智慧城市感知与计算重点实验室，信息学院，厦门大学） ； Key Laboratory of Multimedia Trusted Perception and Efficient Computing, XMU（多媒体可信感知与高效计算重点实验室，XMU） ； School of Computer, National University of Defense Technology（计算机学院，国防科技大学） 纠错

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

Comments 38 pages, 19 figures, NeurIPS 2025 Accepted

Reinforcement Learning Foundations for Deep Research Systems: A Survey

Wenjun Li, Zhi Chen, Jingru Lin, Hannan Cao, Wei Han, Sheng Liang, Zhi Zhang, Kuicai Dong, Dexun Li, Chen Zhang, Yong Liu

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

Comments 39 pages, second version

PhysicsEval: Inference-Time Techniques to Improve the Reasoning Proficiency of Large Language Models on Physics Problems

Oshayer Siddique, J. M Areeb Uzair Alam, Md Jobayer Rahman Rafy, Syed Rifat Raiyan, Hasan Mahmud, Md Kamrul Hasan

机构 * Systems and Software Lab (SSL) Department of Computer Science and Engineering（系统与软件实验室（SSL）计算机科学与工程系） 纠错

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

Comments Accepted in Findings of the Association for Computational Linguistics: IJCNLP-AACL 2025, 23 pages, 4 figures, 8 tables

Motion Planning Under Temporal Logic Specifications In Semantically Unknown Environments

Azizollah Taheri, Derya Aksaray

机构 * Department of Electrical and Computer Engineering, Northeastern University（电气与计算机工程系，东北大学） 纠错

专题命中 规划决策 ：planning(title,abstract)

Comments 8 pages, 6 figures

Individualizing Glioma Radiotherapy Planning by Optimization of Data and Physics-Informed Discrete Loss

Michal Balcerak, Jonas Weidner, Petr Karnakov, Ivan Ezhov, Sergey Litvinov, Petros Koumoutsakos, Tamaz Amiranashvili, Ray Zirui Zhang, John S. Lowengrub, Bene Wiestler, Bjoern Menze

专题命中 规划决策 ：planning(title,abstract)

Comments Accepted for publication in Nature Communications (DOI: 10.1038/s41467-025-60366-4)

Digital Twin-Driven Pavement Health Monitoring and Maintenance Optimization Using Graph Neural Networks

Mohsin Mahmud Topu, Mahfuz Ahmed Anik, Azmine Toushik Wasi, Md Manjurul Ahsan

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

Digital Transformation Chatbot (DTchatbot): Integrating Large Language Model-based Chatbot in Acquiring Digital Transformation Needs

Jiawei Zheng, Gokcen Yilmaz, Ji Han, Saeema Ahmed-Kristensen

机构 * DigitLab, University of Exeter, UK（DigitLab，埃克塞特大学，英国） 纠错

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

Comments Accepted by the International Conference on Human-Computer Interaction

On Improvisation and Open-Endedness: Insights for Experiential AI

Botao 'Amber' Hu

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

Comments Submitted to AAAI 2026 Creative AI for Live Interactive Performances Workshop (CLIP) as a work-in-progress paper

LiveTradeBench: Seeking Real-World Alpha with Large Language Models

Haofei Yu, Fenghai Li, Jiaxuan You

机构 * 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)；分类 cs.AI、cs.CL

Comments 16 pages

Topography, climate, land cover, and biodiversity: Explaining endemic richness and management implications on a Mediterranean island

Aristides Moustakas, Ioannis N Vogiatzakis

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

Finding geodesics with the Deep Ritz method

Conor Rowan

机构 * Smead Aerospace Engineering Sciences University of Colorado（斯梅德航空航天工程科学大学） 纠错

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

Flying Robotics Art: ROS-based Drone Draws the Record-Breaking Mural

Andrei A. Korigodskii, Oleg D. Kalachev, Artem E. Vasiunik, Matvei V. Urvantsev, Georgii E. Bondar

专题命中 规划决策 ：planning(abstract)

Journal ref 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

Quantum-classical hybrid algorithm using quantum annealing for multi-objective job shop scheduling

Kenta Sawamura, Kensuke Araki, Naoki Maruyama, Renichiro Haba, Masayuki Ohzeki

专题命中 规划决策 ：planning(abstract)

Comments Preprint under review at JPSJ

SENT Map -- Semantically Enhanced Topological Maps with Foundation Models

Raj Surya Rajendran Kathirvel, Zach A Chavis, Stephen J. Guy, Karthik Desingh

机构 * Minnesota Robotics Institute (MnRI)（明尼苏达州机器人研究所） ； Department of Computer Science and Engineering (CS&E)（计算机科学与工程系） ； University of Minnesota（明尼苏达大学） 纠错

专题命中 规划决策 ：planning(abstract)

Comments Accepted at ICRA 2025 Workshop on Foundation Models and Neuro-Symbolic AI for Robotics

Personalized Transcranial Electrical Stimulation: A Review of Computational Modeling and Optimization

Mo Wang, Kexin Zheng, Yingyue Xin, Xiang Chen, Yiling Liu, Huichun Luo, Jingsheng Tang, Tifei Yuan, Hongkai Wen, Pengfei Wei, Quanying Liu

专题命中 规划决策 ：planning(abstract)

COVID-19 Forecasts via Stock Market Indicators

Yi Liang, James Unwin

专题命中 规划决策 ：planning(abstract)

Comments 11 pages, 9 figures

Journal ref Sci Rep 12, 13197 (2022)

SurgAnt-ViVQA: Learning to Anticipate Surgical Events through GRU-Driven Temporal Cross-Attention

Shreyas C. Dhake, Jiayuan Huang, Runlong He, Danyal Z. Khan, Evangelos B. Mazomenos, Sophia Bano, Hani J. Marcus, Danail Stoyanov, Matthew J. Clarkson, Mobarak I. Hoque

机构 * UCL Hawkes Institute（UCL哈维斯研究所） ； University College London（伦敦大学学院） ； Dept of Medical Physics & Biomedical Engineering（医学物理与生物医学工程系） ； UCL（伦敦大学学院） ； Dept of Computer Science（计算机科学系） ； National Hospital for Neurology and Neurosurgery（神经病学与神经外科国家医院） ； Division of Informatics, Imaging and Data Science（信息学、成像与数据科学 division） 纠错

专题命中 规划决策 ：workflow(abstract)

Comments 12 pages

Domain-Adaptive Transformer for Data-Efficient Glioma Segmentation in Sub-Saharan MRI

Ilerioluwakiiye Abolade, Aniekan Udo, Augustine Ojo, Abdulbasit Oyetunji, Hammed Ajigbotosho, Aondana Iorumbur, Confidence Raymond, Maruf Adewole

机构 * Federal University of Agriculture Abeokuta（非洲联邦农业大学阿贝奥克塔） 纠错

专题命中 规划决策 ：planning(abstract)

Comments 4 pages, 2 figures. Accepted as an abstract at the Women in Machine Learning (WiML) Workshop at NeurIPS 2025

Optimizing the nnU-Net model for brain tumor (Glioma) segmentation Using a BraTS Sub-Saharan Africa (SSA) dataset

Chukwuemeka Arua Kalu, Adaobi Chiazor Emegoakor, Fortune Okafor, Augustine Okoh Uchenna, Chijioke Kelvin Ukpai, Godsent Erere Onyeugbo

专题命中 规划决策 ：planning(abstract)

Comments 10 pages, 4 figures