语言大模型 / LLM

Exploring Cross-Utterance Speech Contexts for Conformer-Transducer Speech Recognition Systems

Mingyu Cui, Mengzhe Geng, Jiajun Deng, Chengxi Deng, Jiawen Kang, Shujie Hu, Guinan Li, Tianzi Wang, Zhaoqing Li, Xie Chen, Xunying Liu

专题命中 指令微调 ：foundation model(abstract)

PromptSafe: Gated Prompt Tuning for Safe Text-to-Image Generation

Zonglei Jing, Xiao Yang, Xiaoqian Li, Siyuan Liang, Aishan Liu, Mingchuan Zhang, Xianglong Liu

机构 * Beihang University（北航） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； Taishan University（泰山大学） ； Nanyang Technological University（南洋理工大学） ； Henan University of Science and Technology（河南科技大学） 纠错

专题命中 指令微调 ：LLM(abstract)

Reinforced Language Models for Sequential Decision Making

Jim Dilkes, Vahid Yazdanpanah, Sebastian Stein

专题命中 后训练与偏好优化 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)；post-training(abstract)

AddressVLM: Cross-view Alignment Tuning for Image Address Localization using Large Vision-Language Models

Shixiong Xu, Chenghao Zhang, Lubin Fan, Yuan Zhou, Bin Fan, Shiming Xiang, Gaofeng Meng, Jieping Ye

机构 * State Key Laboratory of Multimodal Artificial Intelligence Systems（多模态人工智能系统国家重点实验室） ； CASIA（中国科学院自动化所） ； Alibaba Cloud（阿里云） ； School of Intelligence Science and Technology（智能科学与技术学院） ； CAIR（中国科学院香港创新研究院） 纠错

专题命中 后训练与偏好优化 ：language model(title,abstract)；分类 cs.AI

FinSage: A Multi-aspect RAG System for Financial Filings Question Answering

Xinyu Wang, Jijun Chi, Zhenghan Tai, Tung Sum Thomas Kwok, Muzhi Li, Zhuhong Li, Hailin He, Yuchen Hua, Peng Lu, Suyuchen Wang, Yihong Wu, Jerry Huang, Jingrui Tian, Fengran Mo, Yufei Cui, Ling Zhou

机构 * 1SimpleWay.AI 2McGill University 3University of Toronto 4University of California, Los Angeles 5The Chinese University of Hong Kong 6Duke University 7Universit\'e de Montr\'eal 8Mila - Quebec AI Institute 9Noah's Ark Lab 10CG Matrix Technology Limited ； 1SimpleWay.AI 2McGill University 3University of Toronto 4University of California, Los Angeles ； 5The Chinese University of Hong Kong 6Duke University 7Universit\'e de Montr\'eal 8Mila - Quebec AI Institute ； 9Noah's Ark Lab 10CG Matrix Technology Limited 纠错

专题命中 后训练与偏好优化 ：large language model(abstract)；language model(abstract)；preference optimization(abstract)；分类 cs.AI、cs.LG

Comments Accepted at the 34th ACM International Conference on Information and Knowledge Management (CIKM2025)

Hierarchical Fine-grained Preference Optimization for Physically Plausible Video Generation

Harold Haodong Chen, Haojian Huang, Qifeng Chen, Harry Yang, Ser-Nam Lim

专题命中 后训练与偏好优化 ：preference optimization(title,abstract)

Comments Project Page: https://haroldchen19.github.io/PhysHPO-Page/

XQuant: Breaking the Memory Wall for LLM Inference with KV Cache Rematerialization

Aditya Tomar, Coleman Hooper, Minjae Lee, Haocheng Xi, Rishabh Tiwari, Wonjun Kang, Luca Manolache, Michael W. Mahoney, Kurt Keutzer, Amir Gholami

机构 * UC Berkeley（加州大学伯克利分校） ； FuriosaAI ； ICSI（国际计算机科学研究所） ； LBNL（劳伦斯伯克利国家实验室） 纠错

专题命中 长上下文与记忆 ：LLM(title,abstract)；分类 cs.LG

Comments 24 pages

Curse of High Dimensionality Issue in Transformer for Long-context Modeling

Shuhai Zhang, Zeng You, Yaofo Chen, Zhiquan Wen, Qianyue Wang, Zhijie Qiu, Yuanqing Li, Mingkui Tan

机构 * South China University of Technology（华南理工大学） ； Peng Cheng Laboratory（鹏城实验室） ； Pazhou Laboratory（Pazhou实验室） ； Key Laboratory of Big Data（大数据重点实验室） 纠错

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Comments Accepted at ICML 2025

Agentic AI Frameworks: Architectures, Protocols, and Design Challenges

Hana Derouiche, Zaki Brahmi, Haithem Mazeni

机构 * University of Kairouan（卡鲁安大学） ； SMART Lab, University of Tunis（图纳大学SMART实验室） ； University of Sousse（索斯大学） ； Riadi Lab, Compus Manouba（曼努巴大学里亚迪实验室） ； University of Jandouba（贾杜巴大学） 纠错

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Securing Agentic AI: Threat Modeling and Risk Analysis for Network Monitoring Agentic AI System

Pallavi Zambare, Venkata Nikhil Thanikella, Ying Liu

机构 * Department of Computer Science,Texas Tech University, Lubbock, Texas, USA（计算机科学系，德克萨斯技术大学，德克萨斯州，拉博克） 纠错

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Submitted and under review in IEEE Transactions on Privacy

Pre-trained Transformer-models using chronic invasive electrophysiology for symptom decoding without patient-individual training

Timon Merk, Saeed Salehi, Richard M. Koehler, Qiming Cui, Maria Olaru, Amelia Hahn, Nicole R. Provenza, Simon Little, Reza Abbasi-Asl, Phil A. Starr, Wolf-Julian Neumann

专题命中 长上下文与记忆 ：foundation model(abstract)；分类 cs.LG

Comments 5 pages, 6 figures

Large Language Models Show Signs of Alignment with Human Neurocognition During Abstract Reasoning

Christopher Pinier, Sonia Acuña Vargas, Mariia Steeghs-Turchina, Dora Matzke, Claire E. Stevenson, Michael D. Nunez

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

Comments Presented at the 8th Annual Conference on Cognitive Computational Neuroscience (August 12-15, 2025; Amsterdam, The Netherlands); 20 pages, 11 figures

FedCoT: Communication-Efficient Federated Reasoning Enhancement for Large Language Models

Chuan Li, Qianyi Zhao, Fengran Mo, Cen Chen

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

Mathematical Computation and Reasoning Errors by Large Language Models

Liang Zhang, Edith Aurora Graf

机构 * Institute for Intelligent Systems（智能系统研究所） ； University of Memphis（密苏里大学） ； AI4STEM Education Center（AI4STEM教育中心） ； University of Georgia（佐治亚大学） ； Educational Testing Service（教育测量服务） 纠错

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

CapeLLM: Support-Free Category-Agnostic Pose Estimation with Multimodal Large Language Models

Junho Kim, Hyungjin Chung, Byung-Hoon Kim

机构 * EverEx ； Yonsei University（延世大学） 纠错

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

Comments ICCV 2025

MusiXQA: Advancing Visual Music Understanding in Multimodal Large Language Models

Jian Chen, Wenye Ma, Penghang Liu, Wei Wang, Tengwei Song, Ming Li, Chenguang Wang, Jiayu Qin, Ruiyi Zhang, Changyou Chen

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

Comments Under Review

SABER: Switchable and Balanced Training for Efficient LLM Reasoning

Kai Zhao, Yanjun Zhao, Jiaming Song, Shien He, Lusheng Zhang, Qiang Zhang, Tianjiao Li

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

CAPTURe: Evaluating Spatial Reasoning in Vision Language Models via Occluded Object Counting

Atin Pothiraj, Elias Stengel-Eskin, Jaemin Cho, Mohit Bansal

机构 * UNC Chapel Hill（北卡罗来纳大学教堂山分校） 纠错

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

Comments ICCV 2025

Less is More: Learning Graph Tasks with Just LLMs

Sola Shirai, Kavitha Srinivas, Julian Dolby, Michael Katz, Horst Samulowitz, Shirin Sohrabi

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

From Diagnosis to Improvement: Probing Spatio-Physical Reasoning in Vision Language Models

Tiancheng Han, Yunfei Gao, Yong Li, Wuzhou Yu, Qiaosheng Zhang, Wenqi Shao

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

Comments 9 pages, 6 figures

The Knowledge-Reasoning Dissociation: Fundamental Limitations of LLMs in Clinical Natural Language Inference

Maël Jullien, Marco Valentino, André Freitas

机构 * Department of Computer Science, University of Manchester, UK（曼彻斯特大学计算机科学系） ； National Biomarker Centre, CRUK-MI, University of Manchester, UK（曼彻斯特大学国家生物标志物中心） ； Idiap Research Institute, Switzerland（日内瓦IDIAP研究所） ； School of Computer Science, University of Sheffield, UK（谢菲尔德大学计算机科学学院） 纠错

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 19 pages

IAD-R1: Reinforcing Consistent Reasoning in Industrial Anomaly Detection

Yanhui Li, Yunkang Cao, Chengliang Liu, Yuan Xiong, Xinghui Dong, Chao Huang

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

Towards Agentic AI for Multimodal-Guided Video Object Segmentation

Tuyen Tran, Thao Minh Le, Truyen Tran

机构 * Applied Artificial Intelligence Institute, Deakin University, Australia（应用人工智能研究所，德金大学，澳大利亚） 纠错

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

A Unified Multi-Agent Framework for Universal Multimodal Understanding and Generation

Jiulin Li, Ping Huang, Yexin Li, Shuo Chen, Juewen Hu, Ye Tian

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

Comments 8 pages, 5 figures

We-Math 2.0: A Versatile MathBook System for Incentivizing Visual Mathematical Reasoning

Runqi Qiao, Qiuna Tan, Peiqing Yang, Yanzi Wang, Xiaowan Wang, Enhui Wan, Sitong Zhou, Guanting Dong, Yuchen Zeng, Yida Xu, Jie Wang, Chong Sun, Chen Li, Honggang Zhang

机构 * BUPT（北京邮电大学） ； WeChat Vision, Tencent Inc.（腾讯公司） ； Tsinghua University（清华大学） 纠错

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

Comments Working in progress

Amazon Nova AI Challenge -- Trusted AI: Advancing secure, AI-assisted software development

Sattvik Sahai, Prasoon Goyal, Michael Johnston, Anna Gottardi, Yao Lu, Lucy Hu, Luke Dai, Shaohua Liu, Samyuth Sagi, Hangjie Shi, Desheng Zhang, Lavina Vaz, Leslie Ball, Maureen Murray, Rahul Gupta, Shankar Ananthakrishna

机构 * Amazon（亚马逊） 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 18 pages, 1st Proceedings of Amazon Nova AI Challenge (Trusted AI 2025)

RTTC: Reward-Guided Collaborative Test-Time Compute

J. Pablo Muñoz, Jinjie Yuan

机构 * Intel Labs Santa Clara, CA, USA（英特尔圣克拉拉实验室） ； Intel Corporation Beijing, China（英特尔北京公司） 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

Performance of GPT-5 in Brain Tumor MRI Reasoning

Mojtaba Safari, Shansong Wang, Mingzhe Hu, Zach Eidex, Qiang Li, Xiaofeng Yang

机构 * Department of Radiation Oncology, Winship Cancer Institute, Emory University School of Medicine（放射肿瘤科，Winship癌症研究所，埃默里大学医学院） 纠错

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

What to Ask Next? Probing the Imaginative Reasoning of LLMs with TurtleSoup Puzzles

Mengtao Zhou, Sifan Wu, Huan Zhang, Qi Sima, Bang Liu

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

Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models

Zhipeng Chen, Xiaobo Qin, Youbin Wu, Yue Ling, Qinghao Ye, Wayne Xin Zhao, Guang Shi

机构 * Renmin University of China（中国人民大学） 纠错

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

Comments Technical Report about RLVR: 32 pages, 18 figures, 7 tables