大模型推理能力

To Mask or to Mirror: Human-AI Alignment in Collective Reasoning

Crystal Qian, Aaron Parisi, Clémentine Bouleau, Vivian Tsai, Maël Lebreton, Lucas Dixon

机构 * Google DeepMind（谷歌DeepMind） ； Paris School of Economics（巴黎经济学院） 纠错

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

Agentic Reasoning and Refinement through Semantic Interaction

Xuxin Tang, Rehema Abulikemu, Eric Krokos, Kirsten Whitley, Xuan Wang, Chris North

专题命中 规划推理 ：reasoning(title)；planning(abstract)

AdvEvo-MARL: Shaping Internalized Safety through Adversarial Co-Evolution in Multi-Agent Reinforcement Learning

Zhenyu Pan, Yiting Zhang, Zhuo Liu, Yolo Yunlong Tang, Zeliang Zhang, Haozheng Luo, Yuwei Han, Jianshu Zhang, Dennis Wu, Hong-Yu Chen, Haoran Lu, Haoyang Fang, Manling Li, Chenliang Xu, Philip S. Yu, Han Liu

机构 * Northwestern University（西北大学） ； University of Illinois at Chicago（伊利诺伊大学香槟分校） ； University of Rochester（罗切斯特大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

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

VGDM: Vision-Guided Diffusion Model for Brain Tumor Detection and Segmentation

Arman Behnam

机构 * College of Computing, Department of Computer Science（计算学院、计算机科学系） ； Illinois Institute of Technology（伊利诺伊理工学院） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)

Information Seeking for Robust Decision Making under Partial Observability

Djengo Cyun-Jyun Fang, Tsung-Wei Ke

机构 * National Taiwan University（台湾大学） 纠错

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

Comments The project page is available at https://infoseekerllm.github.io

WALT: Web Agents that Learn Tools

Viraj Prabhu, Yutong Dai, Matthew Fernandez, Jing Gu, Krithika Ramakrishnan, Yanqi Luo, Silvio Savarese, Caiming Xiong, Junnan Li, Zeyuan Chen, Ran Xu

机构 * Salesforce AI Research（Salesforce AI研究院） 纠错

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

TUMIX: Multi-Agent Test-Time Scaling with Tool-Use Mixture

Yongchao Chen, Jiefeng Chen, Rui Meng, Ji Yin, Na Li, Chuchu Fan, Chi Wang, Tomas Pfister, Jinsung Yoon

机构 * MIT Harvard（麻省理工学院哈佛大学） ； Google Cloud AI Research（谷歌云人工智能研究） ； Google DeepMind（谷歌DeepMind） ； MIT（麻省理工学院） 纠错

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

Comments 27 pages, 13 figures

Enhancing Transformer-Based Rerankers with Synthetic Data and LLM-Based Supervision

Dimitar Peshevski, Kiril Blazhevski, Martin Popovski, Gjorgji Madjarov

机构 * Faculty of Computer Science and Engineering（计算机科学与工程学院） ； Machine Learning Department（机器学习系） 纠错

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

Comments Accepted by RANLP 2025

ClaimCheck: Real-Time Fact-Checking with Small Language Models

Akshith Reddy Putta, Jacob Devasier, Chengkai Li

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

Enhancing Learned Knowledge in LoRA Adapters Through Efficient Contrastive Decoding on Ascend NPUs

Morgan Lindsay Heisler, Linzi Xing, Ge Shi, Hanieh Sadri, Gursimran Singh, Weiwei Zhang, Tao Ye, Ying Xiong, Yong Zhang, Zhenan Fan

机构 * Huawei Technologies Canada（华为技术加拿大公司） ； Huawei Technologies（华为技术） 纠错

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

Comments Accepted at ACM KDD 2025

Human-AI Teaming Co-Learning in Military Operations

Clara Maathuis, Kasper Cools

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

Comments Submitted to Sensors + Imaging; presented on 18th of September (Artificial Intelligence for Security and Defence Applications III)

When Disagreements Elicit Robustness: Investigating Self-Repair Capabilities under LLM Multi-Agent Disagreements

Tianjie Ju, Bowen Wang, Hao Fei, Mong-Li Lee, Wynne Hsu, Yun Li, Qianren Wang, Pengzhou Cheng, Zongru Wu, Haodong Zhao, Zhuosheng Zhang, Gongshen Liu

机构 * Shanghai Jiao Tong University（上海交通大学） ； National University of Singapore（新加坡国立大学） ； Cognitive AI Lab（认知人工智能实验室） 纠错

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

Comments Working in progress

Coordinated Car-following Using Distributed MPC

Di Shen, Qi Dai, Suzhou Huang

专题命中 规划推理 ：planning(abstract)

Discovering Self-Regulated Learning Patterns in Chatbot-Powered Education Environment

Yilin Lyu, Ren Ding

专题命中 规划推理 ：planning(abstract)