AI Agent

Large Language Models for 3D IC Space Planning

Hung-Ying Chu, Guan-Wei Chen, Shao-Yu Wei, Yu-Cheng Lin

专题命中 规划决策 ：planning(title,abstract)

Comments Accepted at AICCC 2025

Socratic-Zero : Bootstrapping Reasoning via Data-Free Agent Co-evolution

Shaobo Wang, Zhengbo Jiao, Zifan Zhang, Yilang Peng, Xu Ze, Boyu Yang, Wei Wang, Hu Wei, Linfeng Zhang

机构 * Alibaba Group Holding Limited（阿里巴巴集团控股有限公司） ； EPIC Lab, Shanghai Jiao Tong University（上海交通大学EPIC实验室） ； Shanghai University of Finance and Economics（上海财经大学） ； Wuhan University（武汉大学） ； Zhejiang University（浙江大学） 纠错

专题命中 规划决策 ：agent(title)；分类 cs.CL

Comments 23 pages, 3 figures

AI-Enhanced Distributed Channel Access for Collision Avoidance in Future Wi-Fi 8

Jinzhe Pan, Jingqing Wang, Yuehui Ouyang, Wenchi Cheng, Wei Zhang

机构 * Honor Device Company Ltd（荣耀设备有限公司） ； State Key Laboratory of Integrated Services Networks（信息服务网络国家重点实验室） ； School of Electrical Engineering and Telecommunications（电气与通信工程学院） 纠错

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

Comments 6 pages,6 figures, accepted by Globalcom 2025

Photonics-Aware Planning-Guided Automated Electrical Routing for Large-Scale Active Photonic Integrated Circuits

Hongjian Zhou, Haoyu Yang, Nicholas Gangi, Bowen Liu, Meng Zhang, Haoxing Ren, Xu Wang, Rena Huang, Jiaqi Gu

专题命中 规划决策 ：planning(title)

Comments 9 pages

OmniPlay: Benchmarking Omni-Modal Models on Omni-Modal Game Playing

Fuqing Bie, Shiyu Huang, Xijia Tao, Zhiqin Fang, Leyi Pan, Junzhe Chen, Min Ren, Liuyu Xiang, Zhaofeng He

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） ； XPENG ； The University of Hong Kong（香港大学） ； Tsinghua University（清华大学） 纠错

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

DataPuzzle: Breaking Free from the Hallucinated Promise of LLMs in Data Analysis

Zhengxuan Zhang, Zhuowen Liang, Yin Wu, Teng Lin, Yuyu Luo, Nan Tang

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） 纠错

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

Latent Chain-of-Thought? Decoding the Depth-Recurrent Transformer

Wenquan Lu, Yuechuan Yang, Kyle Lee, Yanshu Li, Enqi Liu

机构 * Brown University（布朗大学） ； Harvard University（哈佛大学） 纠错

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

Comments First Workshop on the Application of LLM Explainability to Reasoning and Planning at COLM 2025

InfLLM-V2: Dense-Sparse Switchable Attention for Seamless Short-to-Long Adaptation

Weilin Zhao, Zihan Zhou, Zhou Su, Chaojun Xiao, Yuxuan Li, Yanghao Li, Yudi Zhang, Weilun Zhao, Zhen Li, Yuxiang Huang, Ao Sun, Xu Han, Zhiyuan Liu

机构 * Tsinghua University（清华大学） ； OpenBMB（开放大脑实验室） ； Harbin Institute of Technology（哈尔滨工业大学） 纠错

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

Is FISHER All You Need in The Multi-AUV Underwater Target Tracking Task?

Guanwen Xie, Jingzehua Xu, Ziqi Zhang, Xiangwang Hou, Dongfang Ma, Shuai Zhang, Yong Ren, Dusit Niyato

机构 * Tsinghua Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际 Graduate School） ； School of Engineering, WestLake University（西湖大学工程学院） ； Department of Electronic Engineering, Tsinghua University（清华大学电子工程系） ； Ocean College, Zhejiang University（浙江大学海洋学院） ； Department of Data Science, New Jersey Institute of Technology（新泽西理工学院数据科学系） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算与数据科学学院） 纠错

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

Comments This paper has been accepted by IEEE Transactions on Mobile Computing. Besides, Guanwen Xie and Jingzehua Xu contributed equally to this work

Journal ref IEEE Transactions on Mobile Computing 2025

Screening Canopy-Induced Wind with a Lightweight 2-D RANS Quadratic-Drag Model

Wichai Pattanapol, Adam Gill

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

FLARE: Flying Learning Agents for Resource Efficiency in Next-Gen UAV Networks

Xuli Cai, Poonam Lohan, Burak Kantarci

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

Comments 5 pages, 7 figures, accepted to IEEE Networking Letters

Alternatives To Next Token Prediction In Text Generation -- A Survey

Charlie Wyatt, Aditya Joshi, Flora Salim

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

Contrastive Representations for Temporal Reasoning

Alicja Ziarko, Michal Bortkiewicz, Michal Zawalski, Benjamin Eysenbach, Piotr Milos

机构 * University of Warsaw（华沙大学） ； IDEAS NCBR ； IMPAN（波兰数学与计算机科学研究院） ； Warsaw University of Technology（华沙技术大学） ； Princeton University（普林斯顿大学） ； NVIDIA（英伟达公司） 纠错

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

Comments NeurIPS 2025, Project website: https://princeton-rl.github.io/CRTR/

Trinity-RFT: A General-Purpose and Unified Framework for Reinforcement Fine-Tuning of Large Language Models

Xuchen Pan, Yanxi Chen, Yushuo Chen, Yuchang Sun, Daoyuan Chen, Wenhao Zhang, Yuexiang Xie, Yilun Huang, Yilei Zhang, Dawei Gao, Weijie Shi, Yaliang Li, Bolin Ding, Jingren Zhou

机构 * Alibaba Group（阿里巴巴集团） 纠错

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

Comments This technical report will be continuously updated as the codebase evolves. GitHub: https://github.com/modelscope/Trinity-RFT

Taming Masked Diffusion Language Models via Consistency Trajectory Reinforcement Learning with Fewer Decoding Step

Jingyi Yang, Guanxu Chen, Xuhao Hu, Jing Shao

机构 * Fudan University（复旦大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Shanghai Jiao Tong University（上海交通大学） 纠错

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

Comments 10 pages, 4 figures, 7 tables. Code: https://github.com/yjyddq/EOSER-ASS-RL

MedCritical: Enhancing Medical Reasoning in Small Language Models via Self-Collaborative Correction

Xinchun Su, Chunxu Luo, Yixuan Li, Weidong Yang, Lipeng Ma

机构 * School of Computer Science, Fudan University, Shanghai, China（复旦大学计算机学院） 纠错

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

Learning Regional Monsoon Patterns with a Multimodal Attention U-Net

Swaib Ilias Mazumder, Manish Kumar, Aparajita Khan

机构 * 1Computer Science \& Engineering, Indian Institute of Technology Roorkee, India 2Computer Science \& Engineering, Indian Institute of Technology Ropar, India 3 Computer Science \& Engineering, Indian Institute of Technology (BHU) Varanasi, India 纠错

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

Comments Accepted in Geospatial AI and Applications with Foundation Models (GAIA) 2025, INSAIT and ELLIS Unit Sofia, Bulgaria

Emergent Hierarchical Reasoning in LLMs through Reinforcement Learning

Haozhe Wang, Qixin Xu, Che Liu, Junhong Wu, Fangzhen Lin, Wenhu Chen

机构 * University of Waterloo（滑铁卢大学） ； Imperial College London（伦敦帝国理工学院） ； UCAS（大学学院自治会） 纠错

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

Comments Preprint

From Code to Action: Hierarchical Learning of Diffusion-VLM Policies

Markus Peschl, Pietro Mazzaglia, Daniel Dijkman

机构 * Qualcomm AI Research（高通人工智能研究） 纠错

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

Comments 19 pages including references, 6 figures. Accepted to CoRL LEAP 2025

Plan before Solving: Problem-Aware Strategy Routing for Mathematical Reasoning with LLMs

Shihao Qi, Jie Ma, Ziang Yin, Lingling Zhang, Jian Zhang, Jun Liu, Feng Tian, Tongliang Liu

机构 * School of Computer Science and Technology, Xi’an Jiaotong University（西安交通大学计算机科学与技术学院） ； MOE KLINNS Lab, Xi’an Jiaotong University（西安交通大学MOE KLINNS实验室） ； Shaanxi Province Key Laboratory of Big Data Knowledge Engineering（陕西省大数据知识工程重点实验室） ； Sydney AI Centre, The University of Sydney（悉尼大学悉尼人工智能中心） 纠错

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

Fin-Ally: Pioneering the Development of an Advanced, Commonsense-Embedded Conversational AI for Money Matters

Sarmistha Das, Priya Mathur, Ishani Sharma, Sriparna Saha, Kitsuchart Pasupa, Alka Maurya

机构 * Department of Computer Science and Engineering, Indian Institute of Technology Patna, India（计算机科学与工程系，印度理工学院帕纳布分校） ； School of Information Technology, King Mongkut's Institute of Technology Ladkrabang, Thailand（信息科技学院，拉差班国王技术学院） ； CRISIL Limited, India（CRISIL有限公司） 纠错

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

MAUSAM: An Observations-focused assessment of Global AI Weather Prediction Models During the South Asian Monsoon

Aman Gupta, Aditi Sheshadri, Dhruv Suri

机构 * Stanford University（斯坦福大学） 纠错

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

An Investigation of Batch Normalization in Off-Policy Actor-Critic Algorithms

Li Wang, Sudun, Xingjian Zhang, Wenjun Wu, Lei Huang

机构 * School of Artificial Intelligence, Beihang University, Beijing, China（北京航空航天大学人工智能学院） ； Hangzhou International Innovation Institute, Beihang University, Hangzhou, China（北京航空航天大学杭州国际创新研究院） ； Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University（北京航空航天大学未来区块链与隐私计算先进创新中心） 纠错

专题命中 规划决策 ：agent(abstract)；分类 cs.LG

Pancreas Part Segmentation under Federated Learning Paradigm

Ziliang Hong, Halil Ertugrul Aktas, Andrea Mia Bejar, Katherine Wu, Hongyi Pan, Gorkem Durak, Zheyuan Zhang, Sait Kayali, Temel Tirkes, Federica Proietto Salanitri, Concetto Spampinato, Michael Goggins, Tamas Gonda, Candice Bolan, Raj Keswani, Frank Miller, Michael Wallace, Ulas Bagci

机构 * Northwestern University, Evanston, IL, USA（西北大学） ； Indiana University–Purdue University Indianapolis, Indianapolis, IN, USA（印第安纳大学-普渡大学印第安纳波利斯分校） ； University of Catania, Catania, Italy（卡塔尼亚大学） ； Johns Hopkins University, Baltimore, MD, USA（约翰霍普金斯大学） ； New York University Langone Health, NY, USA（纽约大学Langone健康中心） ； Mayo Clinic, Rochester, MN, USA（梅奥诊所） ； University of Illinois Chicago, Chicago, IL, USA（伊利诺伊大学芝加哥分校） ； Istanbul University, Istanbul, Turkey（伊斯坦布尔大学） 纠错

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

Liaozhai through the Looking-Glass: On Paratextual Explicitation of Culture-Bound Terms in Machine Translation

Sherrie Shen, Weixuan Wang, Alexandra Birch

机构 * Institute for Language, Cognition and Computation（语言、认知与计算研究所） ； School of Informatics, University of Edinburgh（爱丁堡大学信息学院） 纠错

专题命中 规划决策 ：agentic(abstract)；分类 cs.CL

Comments EMNLP 2025

Detecting Corpus-Level Knowledge Inconsistencies in Wikipedia with Large Language Models

Sina J. Semnani, Jirayu Burapacheep, Arpandeep Khatua, Thanawan Atchariyachanvanit, Zheng Wang, Monica S. Lam

专题命中 规划决策 ：agentic(abstract)；分类 cs.CL

Comments EMNLP 2025 (Main Conference)

Multimodal Slice Interaction Network Enhanced by Transfer Learning for Precise Segmentation of Internal Gross Tumor Volume in Lung Cancer PET/CT Imaging

Yi Luo, Yike Guo, Hamed Hooshangnejad, Rui Zhang, Xue Feng, Quan Chen, Wil Ngwa, Kai Ding

机构 * Dept. of Biomedical Engineering Johns Hopkins University（生物医学工程系约翰霍普金斯大学） ； Molecular Radiation Sciences Johns Hopkins University（分子放射科学约翰霍普金斯大学） ； Dept. of Surgery University of Minnesota（外科系明尼苏达大学） ； Dept. of Biomedical Engineering University of Virginia（生物医学工程系弗吉尼亚大学） ； Comprehensive Cancer Center Mayo Clinic（综合癌症中心梅奥诊所） 纠错

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

Comments 11 pages, 5 figures

Self-driving cars: Are we there yet?

Merve Atasever, Zhuochen Liu, Qingpei Li, Akshay Hitendra Shah, Hans Walker, Jyotirmoy V. Deshmukh, Rahul Jain

机构 * University of Southern California（南加州大学） 纠错

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

AgentThink: A Unified Framework for Tool-Augmented Chain-of-Thought Reasoning in Vision-Language Models for Autonomous Driving

Kangan Qian, Sicong Jiang, Yang Zhong, Ziang Luo, Zilin Huang, Tianze Zhu, Kun Jiang, Mengmeng Yang, Zheng Fu, Jinyu Miao, Yining Shi, He Zhe Lim, Li Liu, Tianbao Zhou, Huang Yu, Yifei Hu, Guang Li, Guang Chen, Hao Ye, Lijun Sun, Diange Yang

机构 * School of Vehicle and Mobility, Tsinghua University（清华大学车辆与移动学院） ； McGill University（麦吉尔大学） ； Automotive and Robotics, Xiaomi Corporation（小米公司汽车与机器人部门） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） 纠错

专题命中 规划决策 ：agent(abstract)；分类 cs.CL

Comments 19 pages, 8 figures

Journal ref EMNLP2025 Fundings

Crop Spirals: Re-thinking the field layout for future robotic agriculture

Lakshan Lavan, Lanojithan Thiyagarasa, Udara Muthugala, Rajitha de Silva

机构 * Faculty of Technology, University of Colombo（科罗布大学技术学院） ； University of Lincoln（林肯大学） 纠错

专题命中 规划决策 ：planning(abstract)

Comments Submitted to Computers and Electronics in Agriculture