语言大模型 / LLM

LLM-driven Provenance Forensics for Threat Investigation and Detection

Kunal Mukherjee, Murat Kantarcioglu

专题命中 推理与问题求解 ：LLM(title,abstract)

Causality Matters: How Temporal Information Emerges in Video Language Models

Yumeng Shi, Quanyu Long, Yin Wu, Wenya Wang

专题命中 推理与问题求解 ：language model(title,abstract)

Comments Accepted to AAAI 2026

Scaling Generative Verifiers For Natural Language Mathematical Proof Verification And Selection

Sadegh Mahdavi, Branislav Kisacanin, Shubham Toshniwal, Wei Du, Ivan Moshkov, George Armstrong, Renjie Liao, Christos Thrampoulidis, Igor Gitman

机构 * NVIDIA ； University of British Columbia（不列颠哥伦比亚大学） ； Institute for AI R&D of Serbia（塞尔维亚人工智能研究与发展研究所） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

The Good, The Bad, and The Hybrid: A Reward Structure Showdown in Reasoning Models Training

Subramanyam Sahoo

机构 * Berkeley AI Safety Initiative (BASIS) UC Berkeley（伯克利人工智能安全计划（BASIS）加州大学伯克利分校） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；RLHF(abstract)；分类 cs.LG

Comments Paper accepted to the 2nd Workshop on Aligning Reinforcement Learning Experimentalists and Theorists (ARLET 2025) at NeurIPS; the paper consists of 14 pages (including the appendix) and contains 3 figures

Fault2Flow: An AlphaEvolve-Optimized Human-in-the-Loop Multi-Agent System for Fault-to-Workflow Automation

Yafang Wang, Yangjie Tian, Xiaoyu Shen, Gaoyang Zhang, Jiaze Sun, He Zhang, Ruohua Xu, Feng Zhao

机构 * ISILC, Victoria University（维多利亚大学ISILC） ； Kexin Melbourne AI Research Center（墨尔本凯欣人工智能研究中心） ； Eastern Institute of Technology（东部技术研究所） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

ARCHE: A Novel Task to Evaluate LLMs on Latent Reasoning Chain Extraction

Pengze Li, Jiaqi Liu, Junchi Yu, Lihao Liu, Mingyu Ding, Wanli Ouyang, Shixiang Tang, Xi Chen

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；prompting(abstract)；分类 cs.AI

Comments Accepted to AAAI 2026

CriticSearch: Fine-Grained Credit Assignment for Search Agents via a Retrospective Critic

Yaocheng Zhang, Haohuan Huang, Zijun Song, Yuanheng Zhu, Qichao Zhang, Zijie Zhao, Dongbin Zhao

机构 * Institute of Automation, CAS（中国科学院自动化研究所） ； School of Advanced Interdisciplinary Sciences, UCAS（清华大学交叉信息学院） ； School of Artificial Intelligence, UCAS（清华大学人工智能学院） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 17 pages, 10 figures

FINRS: A Risk-Sensitive Trading Framework for Real Financial Markets

Bijia Liu, Ronghao Dang

专题命中 推理与问题求解 ：LLM(abstract,comments)；large language model(abstract)；language model(abstract)

Comments LLM Applications, LLM Agents, Financial Technology

P1: Mastering Physics Olympiads with Reinforcement Learning

Jiacheng Chen, Qianjia Cheng, Fangchen Yu, Haiyuan Wan, Yuchen Zhang, Shenghe Zheng, Junchi Yao, Qingyang Zhang, Haonan He, Yun Luo, Yufeng Zhao, Futing Wang, Li Sheng, Chengxing Xie, Yuxin Zuo, Yizhuo Li, Wenxauan Zeng, Yulun Wu, Rui Huang, Dongzhan Zhou, Kai Chen, Yu Qiao, Lei Bai, Yu Cheng, Ning Ding, Bowen Zhou, Peng Ye, Ganqu Cui

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

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Think with Self-Decoupling and Self-Verification: Automated RTL Design with Backtrack-ToT

Zhiteng Chao, Yonghao Wang, Xinyu Zhang, Jiaxin Zhou, Tenghui Hua, Husheng Han, Tianmeng Yang, Jianan Mu, Bei Yu, Rui Zhang, Jing Ye, Huawei Li

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Comments 6 pages, 5 figures

ViSS-R1: Self-Supervised Reinforcement Video Reasoning

Bo Fang, Yuxin Song, Qiangqiang Wu, Haoyuan Sun, Wenhao Wu, Antoni B. Chan

机构 * City University of Hong Kong（香港城市大学） ； Baidu Inc.（百度公司） ； Tsinghua University（清华大学） ； The University of Sydney（悉尼大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；post-training(abstract)

Comments Our paper was initially titled "Video-SSR1: Self-Supervised Reinforcement Video Reasoning." Upon noticing its close resemblance to the title of a recently released paper, we have decided to rename our work as "ViSS-R1."

Privacy-Preserving Prompt Injection Detection for LLMs Using Federated Learning and Embedding-Based NLP Classification

Hasini Jayathilaka

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Reasoning: From Reflection to Solution

Zixi Li

机构 * Noesis Lab (Independent Research Group)（Noesis实验室（独立研究组）） ； Sun Yat-sen University（中山大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

SciAgent: A Unified Multi-Agent System for Generalistic Scientific Reasoning

Xuchen Li, Ruitao Wu, Xuanbo Liu, Xukai Wang, Jinbo Hu, Zhixin Bai, Bohan Zeng, Hao Liang, Leheng Chen, Mingrui Chen, Haitian Zhong, Xuanlin Yang, Xu-Yao Zhang, Liu Liu, Jia Li, Kaiqi Huang, Jiahao Xu, Haitao Mi, Wentao Zhang, Bin Dong

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 1. To ensure result rigor, the model outputs require further evaluation by human experts. 2. The results may affect our conclusions and methods, thus necessitating a more detailed review. 3. We anticipate subsequent revisions may be substantial, potentially involving major adjustments to the methodology. Given the uncertainty surrounding the revision process, we decide to request a withdrawal

MME-RAG: Multi-Manager-Expert Retrieval-Augmented Generation for Fine-Grained Entity Recognition in Task-Oriented Dialogues

Liang Xue, Haoyu Liu, Yajun Tian, Xinyu Zhong, Yang Liu

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； Byering Technology（Byering技术公司） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Evaluating LLMs' Reasoning Over Ordered Procedural Steps

Adrita Anika, Md Messal Monem Miah

机构 * Amazon（亚马逊公司） ； Texas A&M University（德克萨斯A&M大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Comments Accepted to IJCNLP-AACL 2025 Findings

KTAE: A Model-Free Algorithm to Key-Tokens Advantage Estimation in Mathematical Reasoning

Wei Sun, Wen Yang, Pu Jian, Qianlong Du, Fuwei Cui, Shuo Ren, Jiajun Zhang

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments NeurIPS 2025 Poster

Person-AI Bidirectional Fit - A Proof-Of-Concept Case Study Of Augmented Human-Ai Symbiosis In Management Decision-Making Process

Agnieszka Bieńkowska, Jacek Małecki, Alexander Mathiesen-Ohman, Katarzyna Tworek

机构 * Department of Management Systems and Organizational Development, Faculty of Management, Wrocław University of Science and Technology（管理系统与组织发展系，管理学院，沃林大学科学与技术学院） ； Department of Mathematics, Faculty of Mathematics, Wrocław University of Science and Technology（数学系，数学学院，沃林大学科学与技术学院） ； AMOTHO Research Institute, Vallsjön 20, 780 00 Rörbäcksnäs, Sweden（AMOTHO研究所） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 30 pages, 2 figures

Grounded by Experience: Generative Healthcare Prediction Augmented with Hierarchical Agentic Retrieval

Chuang Zhao, Hui Tang, Hongke Zhao, Xiaofang Zhou, Xiaomeng Li

机构 * Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology（电子与计算机工程系，香港科技大学） ； College of Management and Economics, Laboratory of Computation and Analytics of Complex Management Systems (CACMS), Tianjin University（管理学院与经济学学院，复杂管理系统的计算与分析实验室，天津大学） ； Department of Computer Science and Engineering, The Hong Kong University of Science and Technology（计算机科学与工程系，香港科技大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Video Finetuning Improves Reasoning Between Frames

Ruiqi Yang, Tian Yun, Zihan Wang, Ellie Pavlick

机构 * Brown University（布朗大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Accepted at CogInterp @ NeurIPS 2025

R$^{2}$Seg: Training-Free OOD Medical Tumor Segmentation via Anatomical Reasoning and Statistical Rejection

Shuaike Shen, Ke Liu, Jiaqing Xie, Shangde Gao, Chunhua Shen, Ge Liu, Mireia Crispin-Ortuzar, Shangqi Gao

机构 * Carnegie Mellon University（卡内基梅隆大学） ； University of Cambridge（剑桥大学） ； Zhejiang University（浙江大学） ； ETH Zurich（苏黎世联邦理工学院） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；foundation model(abstract)；分类 cs.AI

DEXTER: Diffusion-Guided EXplanations with TExtual Reasoning for Vision Models

Simone Carnemolla, Matteo Pennisi, Sarinda Samarasinghe, Giovanni Bellitto, Simone Palazzo, Daniela Giordano, Mubarak Shah, Concetto Spampinato

机构 * University of Catania（卡塔尼亚大学） ； University of Central Florida（中央佛罗里达大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Accepted to NeurIPS 2025 (spotlight)

See it. Say it. Sorted: Agentic System for Compositional Diagram Generation

Hantao Zhang, Jingyang Liu, Ed Li

机构 * Yale University（耶鲁大学） ； University of Edinburgh（爱丁堡大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

MoCHA: Advanced Vision-Language Reasoning with MoE Connector and Hierarchical Group Attention

Yuqi Pang, Bowen Yang, Yun Cao, Rong Fan, Xiaoyu Li, Chen He

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

ZeroDexGrasp: Zero-Shot Task-Oriented Dexterous Grasp Synthesis with Prompt-Based Multi-Stage Semantic Reasoning

Juntao Jian, Yi-Lin Wei, Chengjie Mou, Yuhao Lin, Xing Zhu, Yujun Shen, Wei-Shi Zheng, Ruizhen Hu

机构 * Shenzhen University（深圳大学） ； Sun Yat-sen University（中山大学） ； Ant Group（蚂蚁集团） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)

Video Spatial Reasoning with Object-Centric 3D Rollout

Haoran Tang, Meng Cao, Ruyang Liu, Xiaoxi Liang, Linglong Li, Ge Li, Xiaodan Liang

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)

Constructing and Interpreting Digital Twin Representations for Visual Reasoning via Reinforcement Learning

Yiqing Shen, Mathias Unberath

机构 * Department of Computer Science, Johns Hopkins University（计算机科学系，约翰霍普金斯大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)

VITRIX-CLIPIN: Enhancing Fine-Grained Visual Understanding in CLIP via Instruction Editing Data and Long Captions

Ziteng Wang, Siqi Yang, Limeng Qiao, Lin Ma

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)

Comments Accepted to NeurIPS 2025

SafeKey: Amplifying Aha-Moment Insights for Safety Reasoning

Kaiwen Zhou, Xuandong Zhao, Gaowen Liu, Jayanth Srinivasa, Aosong Feng, Dawn Song, Xin Eric Wang

机构 * UCSC（加州大学圣何塞分校） ； UCSB（加州大学圣芭芭拉分校） ； UCB（加州大学伯克利分校） ； Cisco Research（思科研究） ； Yale University（耶鲁大学） 纠错

专题命中 推理与问题求解 ：SFT(abstract)；分类 cs.CL、cs.AI

H-Model: Dynamic Neural Architectures for Adaptive Processing

Dmytro Hospodarchuk

专题命中 推理与问题求解 ：language model(abstract)；分类 cs.CL、cs.LG

Comments Independent research report, 24 pages including references and figures