大模型推理能力

Automating eHMI Action Design with LLMs for Automated Vehicle Communication

Ding Xia, Xinyue Gui, Fan Gao, Dongyuan Li, Mark Colley, Takeo Igarashi

机构 * The University of Tokyo（东京大学） ； University College London（伦敦大学学院） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments Accepted as findings for EMNLP 2025

MoA-VR: A Mixture-of-Agents System Towards All-in-One Video Restoration

Lu Liu, Chunlei Cai, Shaocheng Shen, Jianfeng Liang, Weimin Ouyang, Tianxiao Ye, Jian Mao, Huiyu Duan, Jiangchao Yao, Xiaoyun Zhang, Qiang Hu, Guangtao Zhai

机构 * Shanghai Jiao Tong University（上海交通大学） ； University of Electronic Science and Technology of China（电子科技大学） ； Bilibili Inc.（哔哩哔哩公司） 纠错

专题命中 推理评测 ：reasoning(abstract)

TransMamba: Fast Universal Architecture Adaption from Transformers to Mamba

Xiuwei Chen, Wentao Hu, Xiao Dong, Sihao Lin, Zisheng Chen, Meng Cao, Yina Zhuang, Jianhua Han, Hang Xu, Xiaodan Liang

机构 * Shenzhen Campus of Sun Yat-sen University（中山大学深圳校区） ； Hong Kong Polytechnic University（香港理工大学） ； Zhuhai Campus of Sun Yat-sen University（中山大学珠海校区） ； University of Adelaide（阿德莱德大学） ； Peking University（北京大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

专题命中 推理评测 ：reasoning(abstract)

Lung Infection Severity Prediction Using Transformers with Conditional TransMix Augmentation and Cross-Attention

Bouthaina Slika, Fadi Dornaika, Fares Bougourzi, Karim Hammoudi

机构 * University of the Basque Country（巴斯克大学） ； Ho Chi Minh City Open University（胡志明市开放大学） ； IKERBASQUE ； UMR 8520, CNRS, Central Lille（中央里尔大学） ； CNRS（国家科学研究中心） 纠错

专题命中 推理评测 ：planning(abstract)

The New Quant: A Survey of Large Language Models in Financial Prediction and Trading

Weilong Fu

专题命中 推理评测 ：reasoning(abstract)

Comments 21 pages

Test Case Generation from Bug Reports via Large Language Models: A Cognitive Layered Evaluation Framework

Irtaza Sajid Qureshi, Zhen Ming, Jiang

专题命中 推理评测 ：reasoning(abstract)

Position: The Pitfalls of Over-Alignment: Overly Caution Health-Related Responses From LLMs are Unethical and Dangerous

Wenqi Marshall Guo, Yiyang Du, Heidi J. S. Tworek, Shan Du

专题命中 推理评测 ：reasoning(abstract)

VerifyThisBench: Generating Code, Specifications, and Proofs All at Once

Xun Deng, Sicheng Zhong, Barış Bayazıt, Andreas Veneris, Fan Long, Xujie Si

专题命中 推理评测 ：reasoning(abstract)

Leveraging Foundation Models for Multimodal Graph-Based Action Recognition

Fatemeh Ziaeetabar, Florentin Wörgötter

机构 * School of Mathematics, Statistics and Computer Science, College of Science, University of Tehran（数学、统计与计算机科学学院，科学学院，塔里斯坦大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

VortexPIA: Indirect Prompt Injection Attack against LLMs for Efficient Extraction of User Privacy

Yu Cui, Sicheng Pan, Yifei Liu, Haibin Zhang, Cong Zuo

专题命中 推理评测 ：reasoning(abstract)

Harnessing Synthetic Preference Data for Enhancing Temporal Understanding of Video-LLMs

Sameep Vani, Shreyas Jena, Maitreya Patel, Chitta Baral, Somak Aditya, Yezhou Yang

机构 * Arizona State University（亚利桑那州立大学） ； Indian Institute of Technology, Kharagpur（印度理工学院，克拉格浦） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments 17 pages, 9 figures, 6 tables. Presents TimeWarp, a synthetic preference data framework to improve temporal understanding in Video-LLMs, showing consistent gains across seven benchmarks. Includes supplementary material in the Appendix

SAR-TEXT: A Large-Scale SAR Image-Text Dataset Built with SAR-Narrator and A Progressive Learning Strategy for Downstream Tasks

Yiguo He, Xinjun Cheng, Junjie Zhu, Chunping Qiu, Jun Wang, Xichuan Zhang, Qiangjuan Huang, Ke Yang

机构 * Intelligent Game and Decision Lab（智能游戏与决策实验室） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments IEEE Submission

Depth-Sequence Transformer (DST) for Segment-Specific ICA Calcification Mapping on Non-Contrast CT

Xiangjian Hou, Ebru Yaman Akcicek, Xin Wang, Kazem Hashemizadeh, Scott Mcnally, Chun Yuan, Xiaodong Ma

机构 * 1 Dept.\ of Electrical \& Computer Engineering, University of Utah, Salt Lake City, UT, USA ； 2 Dept.\ of Radiology \& Imaging Sciences, University of Utah, Salt Lake City, UT, USA ； 3 Dept.\ of Electrical \& Computer Engineering, University of Washington, Seattle, WA, USA 纠错

专题命中 推理评测 ：planning(abstract)

Comments Accept to IEEE BIBM 2025

AutoDrive-QA: A Multiple-Choice Benchmark for Vision-Language Evaluation in Urban Autonomous Driving

Boshra Khalili, Andrew W. Smyth

机构 * Columbia University（哥伦比亚大学） 纠错

专题命中 推理评测 ：planning(abstract)

Comments Updated results with larger dataset experiments and expanded discussion

ZeroFalse: Improving Precision in Static Analysis with LLMs

Mohsen Iranmanesh, Sina Moradi Sabet, Sina Marefat, Ali Javidi Ghasr, Allison Wilson, Iman Sharafaldin, Mohammad A. Tayebi

专题命中 推理评测 ：reasoning(abstract)

MedQ-Bench: Evaluating and Exploring Medical Image Quality Assessment Abilities in MLLMs

Jiyao Liu, Jinjie Wei, Wanying Qu, Chenglong Ma, Junzhi Ning, Yunheng Li, Ying Chen, Xinzhe Luo, Pengcheng Chen, Xin Gao, Ming Hu, Huihui Xu, Xin Wang, Shujian Gao, Dingkang Yang, Zhongying Deng, Jin Ye, Lihao Liu, Junjun He, Ningsheng Xu

机构 * Fudan University（复旦大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Imperial College London（帝国理工学院） ； University of Cambridge（剑桥大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments 26 pages, 13 figures

AgenticIQA: An Agentic Framework for Adaptive and Interpretable Image Quality Assessment

Hanwei Zhu, Yu Tian, Keyan Ding, Baoliang Chen, Bolin Chen, Shiqi Wang, Weisi Lin

机构 * Nanyang Technological University（南洋理工大学） ； Nanjing University of Information Science and Technology（南京信息工程大学） ； Zhejiang University（浙江大学） ； South China Normal University（华南师范大学） ； Alibaba DAMO Academy（阿里巴巴达摩院） ； City University of Hong Kong（香港城市大学） 纠错

专题命中 推理评测 ：planning(abstract)

DGM4+: Dataset Extension for Global Scene Inconsistency

Gagandeep Singh, Samudi Amarsinghe, Priyanka Singh, Xue Li

专题命中 推理评测 ：reasoning(abstract)

Comments 8 pages, 3 figures

DescribeEarth: Describe Anything for Remote Sensing Images

Kaiyu Li, Zixuan Jiang, Xiangyong Cao, Jiayu Wang, Yuchen Xiao, Deyu Meng, Zhi Wang

机构 * School of Software Engineering, Xi’an Jiaotong University（西安交通大学软件工程学院） ； College of Artificial Intelligence, Xi’an Jiaotong University（西安交通大学人工智能学院） ； School of Computer Science and Technology and Ministry of Education Key Lab For Intelligent Networks and Network Security, Xi’an Jiaotong University（西安交通大学计算机科学与技术学院和教育部智能网络与网络安全重点实验室） ； School of Mathematics and Statistics and Ministry of Education Key Lab of Intelligent Networks and Network Security, Xi’an Jiaotong University（西安交通大学数学与统计学院和教育部智能网络与网络安全重点实验室） ； Pazhou Laboratory (Huangpu), Guangzhou, Guangdong, China（琶洲实验室（黄埔），广州，广东，中国） 纠错

专题命中 推理评测 ：planning(abstract)

Accurate Cobb Angle Estimation via SVD-Based Curve Detection and Vertebral Wedging Quantification

Chang Shi, Nan Meng, Yipeng Zhuang, Moxin Zhao, Jason Pui Yin Cheung, Hua Huang, Xiuyuan Chen, Cong Nie, Wenting Zhong, Guiqiang Jiang, Yuxin Wei, Jacob Hong Man Yu, Si Chen, Xiaowen Ou, Teng Zhang

机构 * Department of Orthopaedics and Traumatology, LKS Faculty of Medicine, The University of Hong Kong（骨科与创伤学系，李嘉诚医学院，香港大学） ； Department of Spine Surgery, Renji Hospital, School of Medicine, Shanghai Jiao Tong University（脊柱外科科，仁济医院，医学院，上海交通大学） 纠错

专题命中 推理评测 ：planning(abstract)

LLM-Handover:Exploiting LLMs for Task-Oriented Robot-Human Handovers

Andreea Tulbure, Rene Zurbruegg, Timm Grigat, Marco Hutter

机构 * Robotics System Lab, ETH Zürich（机器人系统实验室，苏黎世联邦理工学院） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments Accepted to IEEE Robotics and Automation Letters (RA-L)

GSPR: Aligning LLM Safeguards as Generalizable Safety Policy Reasoners

Haoran Li, Yulin Chen, Jingru Zeng, Hao Peng, Huihao Jing, Wenbin Hu, Xi Yang, Ziqian Zeng, Sirui Han, Yangqiu Song

专题命中 推理评测 ：reasoning(abstract)

EVLF-FM: Explainable Vision Language Foundation Model for Medicine

Yang Bai, Haoran Cheng, Yang Zhou, Jun Zhou, Arun Thirunavukarasu, Yuhe Ke, Jie Yao, Kanae Fukutsu, Chrystie Wan Ning Quek, Ashley Hong, Laura Gutierrez, Zhen Ling Teo, Darren Shu Jeng Ting, Brian T. Soetikno, Christopher S. Nielsen, Tobias Elze, Zengxiang Li, Linh Le Dinh, Hiok Hong Chan, Victor Koh, Marcus Tan, Kelvin Z. Li, Leonard Yip, Ching Yu Cheng, Yih Chung Tham, Gavin Siew Wei Tan, Leopold Schmetterer, Marcus Ang, Rahat Hussain, Jod Mehta, Tin Aung, Lionel Tim-Ee Cheng, Tran Nguyen Tuan Anh, Chee Leong Cheng, Tien Yin Wong, Nan Liu, Iain Beehuat Tan, Soon Thye Lim, Eyal Klang, Tony Kiat Hon Lim, Rick Siow Mong Goh, Yong Liu, Daniel Shu Wei Ting

专题命中 推理评测 ：reasoning(abstract)

ColLab: A Collaborative Spatial Progressive Data Engine for Referring Expression Comprehension and Generation

Shilan Zhang, Jirui Huang, Ruilin Yao, Cong Wang, Yaxiong Chen, Peng Xu, Shengwu Xiong

机构 * Wuhan University of Technology（武汉理工大学） ； Northwestern Polytechnical University（西北工业大学） ； Tsinghua University（清华大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

CE-FAM: Concept-Based Explanation via Fusion of Activation Maps

Michihiro Kuroki, Toshihiko Yamasaki

机构 * The University of Tokyo（东京大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments This paper has been accepted to ICCV 2025

TATTOO: Training-free AesTheTic-aware Outfit recOmmendation

Yuntian Wu, Xiaonan Hu, Ziqi Zhou, Hao Lu

机构 * Huazhong University of Science and Technology（华中科技大学） 纠错

专题命中 推理评测 ：chain-of-thought(abstract)

Comments 4 figures, 4 tables

EarthMind: Leveraging Cross-Sensor Data for Advanced Earth Observation Interpretation with a Unified Multimodal LLM

Yan Shu, Bin Ren, Zhitong Xiong, Danda Pani Paudel, Luc Van Gool, Begüm Demir, Nicu Sebe, Paolo Rota

机构 * University of Trento（特伦托大学） ； BIFOLD and Technische Universität Berlin（BIFOLD和柏林技术大学） ； Technical University of Munich（慕尼黑技术大学） ； University of Pisa（比萨大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

UrbanFeel: A Comprehensive Benchmark for Temporal and Perceptual Understanding of City Scenes through Human Perspective

Jun He, Yi Lin, Zilong Huang, Jiacong Yin, Junyan Ye, Yuchuan Zhou, Weijia Li, Xiang Zhang

机构 * Sun Yat-sen University（中山大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments 13 pages, 6 figures

A Comprehensive Evaluation of Transformer-Based Question Answering Models and RAG-Enhanced Design

Zichen Zhang, Kunlong Zhang, Hongwei Ruan, Yiming Luo

机构 * Machine Learning, ICML（机器学习，ICML） 纠错

专题命中 推理评测 ：reasoning(abstract)

SoK: Potentials and Challenges of Large Language Models for Reverse Engineering

Xinyu Hu, Zhiwei Fu, Shaocong Xie, Steven H. H. Ding, Philippe Charland

专题命中 推理评测 ：reasoning(abstract)