大模型推理能力

Cognitive Workspace: Active Memory Management for LLMs -- An Empirical Study of Functional Infinite Context

Tao An

机构 * Hawaii Pacific University（夏威夷太平洋大学） 纠错

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

Comments 13 pages, 1 figure, code available at https://github.com/tao-hpu/cognitive-workspace

X-Node: Self-Explanation is All We Need

Prajit Sengupta, Islem Rekik

机构 * BASIRA Lab, Imperial-X (I-X)（BASIRA实验室，Imperial-X（I-X）） ； Department of Computing, Imperial College London, London, United Kingdom（计算系，伦敦帝国学院，伦敦，英国） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Rollout Roulette: A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo Methods

Isha Puri, Shivchander Sudalairaj, Guangxuan Xu, Kai Xu, Akash Srivastava

机构 * MIT CSAIL（麻省理工学院计算机科学与人工智能实验室） ； RedHat AI Innovation（红帽人工智能创新） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

ParallelSearch: Train your LLMs to Decompose Query and Search Sub-queries in Parallel with Reinforcement Learning

Shu Zhao, Tan Yu, Anbang Xu, Japinder Singh, Aaditya Shukla, Rama Akkiraju

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Steerable Pluralism: Pluralistic Alignment via Few-Shot Comparative Regression

Jadie Adams, Brian Hu, Emily Veenhuis, David Joy, Bharadwaj Ravichandran, Aaron Bray, Anthony Hoogs, Arslan Basharat

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments AIES '25: Proceedings of the 2025 AAAI/ACM Conference on AI, Ethics, and Society

Chemist-aligned retrosynthesis by ensembling diverse inductive bias models

Krzysztof Maziarz, Guoqing Liu, Hubert Misztela, Austin Tripp, Junren Li, Aleksei Kornev, Piotr Gaiński, Holger Hoefling, Mike Fortunato, Rishi Gupta, Marwin Segler

机构 * Microsoft Research AI for Science（微软研究院人工智能与科学研究中心） ； Novartis Biomedical Research（诺华生物医学研究） ； University of Cambridge（剑桥大学） ； Jagiellonian University（雅盖隆大学） 纠错

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

HierSearch: A Hierarchical Enterprise Deep Search Framework Integrating Local and Web Searches

Jiejun Tan, Zhicheng Dou, Yan Yu, Jiehan Cheng, Qiang Ju, Jian Xie, Ji-Rong Wen

机构 * Baichuan（百川） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Code and datasets are available at https://github.com/plageon/HierSearch

Physics-Informed Teleconnection-Aware Transformer for Global Subseasonal-to-Seasonal Forecasting

Tengfei Lyu, Weijia Zhang, Hao Liu

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

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

Ehrenfeucht-Haussler Rank and Chain of Thought

Pablo Barceló, Alexander Kozachinskiy, Tomasz Steifer

机构 * National Center for Artificial Intelligence (CENIA Chile)（国家人工智能中心（智利CENIA）） ； Millennium Institute for Foundational Research on Data (IMFD Chile)（数据基础研究千年研究所（智利IMFD）） ； Institute for Mathematical and Computational Engineering, Pontifical Catholic University of Chile（数学与计算工程研究所，智利天主教大学） ； Institute of Fundamental Technological Research, Polish Academy of Sciences（基础技术研究所，波兰科学院） 纠错

专题命中 规划推理 ：CoT(abstract)；分类 cs.AI、cs.LG

Comments Changes to the previous version: new results about PAC learning for functions of bounded multi-head rank are addes

Forecasting Commodity Price Shocks Using Temporal and Semantic Fusion of Prices Signals and Agentic Generative AI Extracted Economic News

Mohammed-Khalil Ghali, Cecil Pang, Oscar Molina, Carlos Gershenson-Garcia, Daehan Won

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

UoMo: A Universal Model of Mobile Traffic Forecasting for Wireless Network Optimization

Haoye Chai, Shiyuan Zhang, Xiaoqian Qi, Baohua Qiu, Yong Li

机构 * Department of Electronic Engineering, BNRist, Tsinghua University（电子工程系，BNRist，清华大学） 纠错

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

Comments 2025 ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2025

EnergyPatchTST: Multi-scale Time Series Transformers with Uncertainty Estimation for Energy Forecasting

Wei Li, Zixin Wang, Qizheng Sun, Qixiang Gao, Fenglei Yang

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

Comments Accepted for publication at the International Conference on Intelligent Computing (ICIC 2025). 12 pages. The final authenticated version is published in the Lecture Notes in Computer Science (LNCS) series, vol 15860, and is available online. This is the author's version of the work submitted for peer review

Journal ref Advanced Intelligent Computing Technology and Applications. ICIC 2025. Lecture Notes in Computer Science, vol 15860. Springer, Singapore

Sequence Aware SAC Control for Engine Fuel Consumption Optimization in Electrified Powertrain

Wafeeq Jaleel, Md Ragib Rownak, Athar Hanif, Sidra Ghayour Bhatti, Qadeer Ahmed

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

SafeWork-R1: Coevolving Safety and Intelligence under the AI-45$^{\circ}$ Law

Shanghai AI Lab, :, Yicheng Bao, Guanxu Chen, Mingkang Chen, Yunhao Chen, Chiyu Chen, Lingjie Chen, Sirui Chen, Xinquan Chen, Jie Cheng, Yu Cheng, Dengke Deng, Yizhuo Ding, Dan Ding, Xiaoshan Ding, Yi Ding, Zhichen Dong, Lingxiao Du, Yuyu Fan, Xinshun Feng, Yanwei Fu, Yuxuan Gao, Ruijun Ge, Tianle Gu, Lujun Gui, Jiaxuan Guo, Qianxi He, Yuenan Hou, Xuhao Hu, Hong Huang, Kaichen Huang, Shiyang Huang, Yuxian Jiang, Shanzhe Lei, Jie Li, Lijun Li, Hao Li, Juncheng Li, Xiangtian Li, Yafu Li, Lingyu Li, Xueyan Li, Haotian Liang, Dongrui Liu, Qihua Liu, Zhixuan Liu, Bangwei Liu, Huacan Liu, Yuexiao Liu, Zongkai Liu, Chaochao Lu, Yudong Lu, Xiaoya Lu, Zhenghao Lu, Qitan Lv, Caoyuan Ma, Jiachen Ma, Xiaoya Ma, Zhongtian Ma, Lingyu Meng, Ziqi Miao, Yazhe Niu, Yuezhang Peng, Yuan Pu, Han Qi, Chen Qian, Xingge Qiao, Jingjing Qu, Jiashu Qu, Wanying Qu, Wenwen Qu, Xiaoye Qu, Qihan Ren, Qingnan Ren, Qingyu Ren, Jing Shao, Wenqi Shao, Shuai Shao, Dongxing Shi, Xin Song, Xinhao Song, Yan Teng, Xuan Tong, Yingchun Wang, Xuhong Wang, Shujie Wang, Xin Wang, Yige Wang, Yixu Wang, Yuanfu Wang, Futing Wang, Ruofan Wang, Wenjie Wang, Yajie Wang, Muhao Wei, Xiaoyu Wen, Fenghua Weng, Yuqi Wu, Yingtong Xiong, Xingcheng Xu, Chao Yang, Yue Yang, Yang Yao, Yulei Ye, Zhenyun Yin, Yi Yu, Bo Zhang, Qiaosheng Zhang, Jinxuan Zhang, Yexin Zhang, Yinqiang Zheng, Hefeng Zhou, Zhanhui Zhou, Pengyu Zhu, Qingzi Zhu, Yubo Zhu, Bowen Zhou

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 47 pages, 18 figures, authors are listed in alphabetical order by their last names; v3 modifies minor issues

Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Bowen Jin, Hansi Zeng, Zhenrui Yue, Jinsung Yoon, Sercan Arik, Dong Wang, Hamed Zamani, Jiawei Han

机构 * Department of Computer Science, University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校计算机科学系） ； Center for Intelligent Information Retrieval, University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校智能信息检索中心） ； Google Cloud AI Research（谷歌云人工智能研究） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 31 pages

A Bayesian Hybrid Parameter-Efficient Fine-Tuning Method for Large Language Models

Yidong Chai, Yang Liu, Yonghang Zhou, Jiaheng Xie, Daniel Dajun Zeng

专题命中 规划推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

SMART-Editor: A Multi-Agent Framework for Human-Like Design Editing with Structural Integrity

Ishani Mondal, Meera Bharadwaj, Ayush Roy, Aparna Garimella, Jordan Lee Boyd-Graber

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

Comments This requires some internal approval before the public release

INSPIRE-GNN: Intelligent Sensor Placement to Improve Sparse Bicycling Network Prediction via Reinforcement Learning Boosted Graph Neural Networks

Mohit Gupta, Debjit Bhowmick, Rhys Newbury, Meead Saberi, Shirui Pan, Ben Beck

机构 * School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia（公共卫生与预防医学学院，墨尔本大学） ； Department of Electrical and Computer System Engineering, Monash University, Melbourne, Australia（电气与计算机系统工程系，墨尔本大学） ； School of Civil and Environmental Engineering, UNSW, Sydney, Australia（土木与环境工程学院，新南威尔士大学） ； School of Information and Communication Technology, Griffith University, Brisbane, Australia（信息与通信技术学院，格里菲斯大学） 纠错

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

Where Paths Collide: A Comprehensive Survey of Classic and Learning-Based Multi-Agent Pathfinding

Shiyue Wang, Haozheng Xu, Yuhan Zhang, Jingran Lin, Changhong Lu, Xiangfeng Wang, Wenhao Li

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

Comments 112 pages, 21 figures, 20 tables. The project website is: https://wangsh1yue.github.io/Where-Paths-Collide

SWE-Debate: Competitive Multi-Agent Debate for Software Issue Resolution

Han Li, Yuling Shi, Shaoxin Lin, Xiaodong Gu, Heng Lian, Xin Wang, Yantao Jia, Tao Huang, Qianxiang Wang

机构 * Shanghai Jiao Tong University（上海交通大学） ； Huawei（华为） ； Xidian University（西安电子科技大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments Our code and data are available at https://github.com/YerbaPage/SWE-Debate

Agentic Web: Weaving the Next Web with AI Agents

Yingxuan Yang, Mulei Ma, Yuxuan Huang, Huacan Chai, Chenyu Gong, Haoran Geng, Yuanjian Zhou, Ying Wen, Meng Fang, Muhao Chen, Shangding Gu, Ming Jin, Costas Spanos, Yang Yang, Pieter Abbeel, Dawn Song, Weinan Zhang, Jun Wang

机构 * Shanghai Jiao Tong University（上海交通大学） ； The Hong Kong University of Science and Technology（香港科技大学） ； University of Liverpool（利物浦大学） ； University of California Berkeley（加州大学伯克利分校） ； Shanghai Innovation Institute（上海创新研究院） ； University of California Davis（加州大学戴维斯分校） ； Virginia Tech（弗吉尼亚理工大学） ； University College London（伦敦大学学院） 纠错

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

Automated Generation of Diverse Courses of Actions for Multi-Agent Operations using Binary Optimization and Graph Learning

Prithvi Poddar, Ehsan Tarkesh Esfahani, Karthik Dantu, Souma Chowdhury

机构 * Department of Mechanical and Aerospace Engineering, University at Buffalo（机械与航空航天工程系，布法罗大学） ； Department of Computer Science and Engineering, University at Buffalo（计算机科学与工程系，布法罗大学） 纠错

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

Comments Accepted for presentation in proceedings of IEEE CASE 2025

Strategist: Self-improvement of LLM Decision Making via Bi-Level Tree Search

Jonathan Light, Min Cai, Weiqin Chen, Guanzhi Wang, Xiusi Chen, Wei Cheng, Yisong Yue, Ziniu Hu

机构 * Rensselaer Polytechnic Institute（拉特加大学） ； Shenzhen University（深圳大学） ； University of California, Los Angeles（加州大学洛杉矶分校） ； NEC laboratories America（NEC美国实验室） ； California Institute of Technology（加州理工学院） 纠错

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

Comments website: https://llm-strategist.github.io

Enhancing Large Multimodal Models with Adaptive Sparsity and KV Cache Compression

Te Zhang, Yuheng Li, Junxiang Wang, Lujun Li

机构 * University of Michigan（密歇根大学） ； Johns Hopkins University（约翰霍普金斯大学） ； Central South university（中南大学） ； HKGAI 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 6 pages

Efficient and Scalable Agentic AI with Heterogeneous Systems

Zain Asgar, Michelle Nguyen, Sachin Katti

机构 * Stanford University（斯坦福大学） ； Gimlet Labs Inc.（Gimlet实验室） ； Intel（英特尔） 纠错

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

Comments Early access preprint

Beyond 9-to-5: A Generative Model for Augmenting Mobility Data of Underrepresented Shift Workers

Haoxuan Ma, Xishun Liao, Yifan Liu, Chris Stanford, Jiaqi Ma

机构 * Department of Civil and Environmental Engineering, Samueli School of Engineering, University of California at Los Angeles（土木与环境工程系，工程学院，加州大学洛杉矶分校） ； Novateur Research Solutions（Novateur研究解决方案） 纠错

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

HIVMedQA: Benchmarking large language models for HIV medical decision support

Gonzalo Cardenal-Antolin, Jacques Fellay, Bashkim Jaha, Roger Kouyos, Niko Beerenwinkel, Diane Duroux

机构 * Department of Biosystems Science and Engineering, ETH Zurich, Basel, Switzerland（1 生物系统科学与工程系，苏黎世联邦理工学院，巴塞尔，瑞士） ； School of Life Sciences, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland（2 生命科学学院，洛桑联邦理工学院，洛桑，瑞士） ； Swiss Institute of Bioinformatics, Lausanne, Switzerland（3 瑞士生物信息学研究所，洛桑，瑞士） ； Biomedical Data Science Center, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland（4 生物医学数据科学中心，洛桑大学医院和洛桑大学，洛桑，瑞士） ； Institute of Medical Virology, University of Zurich, Zurich, Switzerland（5 医学病毒学研究所，苏黎世大学，苏黎世，瑞士） ； Department of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, Zurich, Switzerland（6 感染病与医院流行病学系，苏黎世大学医院，苏黎世，瑞士） ； ETH AI Center, ETH Zurich, Zurich, Switzerland（7 ETH人工智能中心，苏黎世联邦理工学院，苏黎世，瑞士） ； Department of Quantitative Biomedicine, University of Zurich, Zurich, Switzerland（8 量化生物医学系，苏黎世大学，苏黎世，瑞士） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

UrbanPulse: A Cross-City Deep Learning Framework for Ultra-Fine-Grained Population Transfer Prediction

Hongrong Yang, Markus Schlaepfer

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

Artificial Intelligence for Green Hydrogen Yield Prediction and Site Suitability using SHAP-Based Composite Index: Focus on Oman

Obumneme Zimuzor Nwafor, Mohammed Abdul Majeed Al Hooti

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

From model-based learning to model-free behaviour with Meta-Interpretive Learning

Stassa Patsantzis

机构 * University of Surrey, UK（英国萨里大学） 纠错

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