大模型推理能力

PathoHR: Hierarchical Reasoning for Vision-Language Models in Pathology

Yating Huang, Ziyan Huang, Lintao Xiang, Qijun Yang, Hujun Yin

机构 * University of Manchester（曼彻斯特大学） ； South China University of Technology（华南理工大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments Accept by EMNLP2025

MIRG-RL: Multi-Image Reasoning and Grounding with Reinforcement Learning

Lihao Zheng, Jiawei Chen, Xintian Shen, Hao Ma, Tao Wei

机构 * Li Auto Inc.（利亚 Auto 公司） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Defining and Monitoring Complex Robot Activities via LLMs and Symbolic Reasoning

Francesco Argenziano, Elena Umili, Francesco Leotta, Daniele Nardi

机构 * Department of Computer, Automation and Management Engineering（计算机、自动化与管理工程系） 纠错

专题命中 复杂问题求解 ：reasoning(title)；planning(abstract)

A Study on Thinking Patterns of Large Reasoning Models in Code Generation

Kevin Halim, Sin G. Teo, Ruitao Feng, Zhenpeng Chen, Yang Gu, Chong Wang, Yang Liu

专题命中 复杂问题求解 ：reasoning(title,abstract)

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense

Shiyu Xiang, Tong Zhang, Ronghao Chen

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments EMNLP 2025 findings, 20 pages, 2 figures

Youtu-GraphRAG: Vertically Unified Agents for Graph Retrieval-Augmented Complex Reasoning

Junnan Dong, Siyu An, Yifei Yu, Qian-Wen Zhang, Linhao Luo, Xiao Huang, Yunsheng Wu, Di Yin, Xing Sun

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments 19 pages, 7 figures, 6 tables

PersonaVlog: Personalized Multimodal Vlog Generation with Multi-Agent Collaboration and Iterative Self-Correction

Xiaolu Hou, Bing Ma, Jiaxiang Cheng, Xuhua Ren, Kai Yu, Wenyue Li, Tianxiang Zheng, Qinglin Lu

专题命中 复杂问题求解 ：self-correction(title,abstract)

Comments Project Page: https://personavlog-paper.github.io/

AI Reasoning Models for Problem Solving in Physics

Amir Bralin, N. Sanjay Rebello

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments 6 pages, 1 table; Physics Education Research Conference (PERC) 2025 Proceedings

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems

Hao Gu, Rui Zhong, Yu Xia, Wei Yang, Chi Lu, Peng Jiang, Kun Gai

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments Accepted by Recsys25

MV-CoRe: Multimodal Visual-Conceptual Reasoning for Complex Visual Question Answering

Jingwei Peng, Jiehao Chen, Mateo Alejandro Rojas, Meilin Zhang

机构 * Shaanxi University of Technology（陕西理工大学） ； Technological University of Peru（秘鲁技术大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation

Zhiyou Xiao, Qinhan Yu, Binghui Li, Geng Chen, Chong Chen, Wentao Zhang

专题命中 复杂问题求解 ：reasoning(title,abstract)

STEPWISE-CODEX-Bench: Evaluating Complex Multi-Function Comprehension and Fine-Grained Execution Reasoning

Kaiwen Yan, Yuhang Chang, Zirui Guo, Yaling Mou, Jiang Ming, Jingwei Sun

专题命中 复杂问题求解 ：reasoning(title,abstract)

FinMMR: Make Financial Numerical Reasoning More Multimodal, Comprehensive, and Challenging

Zichen Tang, Haihong E, Jiacheng Liu, Zhongjun Yang, Rongjin Li, Zihua Rong, Haoyang He, Zhuodi Hao, Xinyang Hu, Kun Ji, Ziyan Ma, Mengyuan Ji, Jun Zhang, Chenghao Ma, Qianhe Zheng, Yang Liu, Yiling Huang, Xinyi Hu, Qing Huang, Zijian Xie, Shiyao Peng

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments Accepted by ICCV 2025. arXiv admin note: text overlap with arXiv:2311.06602 by other authors

Multi-Object Sketch Animation by Scene Decomposition and Motion Planning

Jingyu Liu, Zijie Xin, Yuhan Fu, Ruixiang Zhao, Bangxiang Lan, Xirong Li

专题命中 复杂问题求解 ：planning(title,abstract)

Comments Accepted by ICCV 2025

Towards Omnimodal Expressions and Reasoning in Referring Audio-Visual Segmentation

Kaining Ying, Henghui Ding, Guangquan Jie, Yu-Gang Jiang

机构 * Fudan University, China（复旦大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments ICCV 2025, Project Page: https://henghuiding.com/OmniAVS/

ArtSeek: Deep artwork understanding via multimodal in-context reasoning and late interaction retrieval

Nicola Fanelli, Gennaro Vessio, Giovanna Castellano

机构 * Department of Computer Science University of Bari Aldo Moro（计算机科学系巴里大学Aldo Moro） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

ASPERA: A Simulated Environment to Evaluate Planning for Complex Action Execution

Alexandru Coca, Mark Gaynor, Zhenxing Zhang, Jianpeng Cheng, Bo-Hsiang Tseng, Pete Boothroyd, Héctor Martinez Alonso, Diarmuid Ó Séaghdha, Anders Johannsen

专题命中 复杂问题求解 ：planning(title)；分类 cs.CL、cs.AI、cs.LG

Comments 37 pages, 22 figures. To appear at ACL 2025

R-Genie: Reasoning-Guided Generative Image Editing

Dong Zhang, Lingfeng He, Rui Yan, Fei Shen, Jinhui Tang

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； Nanjing University of Science and Technology（南京理工大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments Code: https://dongzhang89.github.io/RGenie.github.io/

From Objects to Events: Unlocking Complex Visual Understanding in Object Detectors via LLM-guided Symbolic Reasoning

Yuhui Zeng, Haoxiang Wu, Wenjie Nie, Xiawu Zheng, Guangyao Chen, Yunhang Shen, Jun Peng, Yonghong Tian, Rongrong Ji

机构 * Key Laboratory of Multimedia Trusted Perception and Efficient Computing, Ministry of Education of China, Xiamen University（中国教育部多媒体可信感知与高效计算重点实验室，厦门大学） ； Peking University（北京大学） ； Tencent Youtu Lab（腾讯优图实验室） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments 10 pages, 5 figures

Unveiling the Invisible: Reasoning Complex Occlusions Amodally with AURA

Zhixuan Li, Hyunse Yoon, Sanghoon Lee, Weisi Lin

机构 * College of Computing and Data Science, Nanyang Technological University, Singapore（南洋理工大学计算与数据科学学院） ； Department of Electrical and Electronic Engineering, Yonsei University, Korea（延世大学电子与电气工程系） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments Accepted by ICCV 2025, 17 pages, 9 figures, 5 tables

AutoLayout: Closed-Loop Layout Synthesis via Slow-Fast Collaborative Reasoning

Weixing Chen, Dafeng Chi, Yang Liu, Yuxi Yang, Yexin Zhang, Yuzheng Zhuang, Xingyue Quan, Jianye Hao, Guanbin Li, Liang Lin

机构 * Sun Yat-sen University, China（中山大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） ； Peng Cheng Laboratory（鹏城实验室） ； Guangdong Key Laboratory of Big Data Analysis and Processing（广东大数据分析与处理重点实验室） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

ViStruct: Simulating Expert-Like Reasoning Through Task Decomposition and Visual Attention Cues

Oliver Huang, Carolina Nobre

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments VIS 2025

TongSearch-QR: Reinforced Query Reasoning for Retrieval

Xubo Qin, Jun Bai, Jiaqi Li, Zixia Jia, Zilong Zheng

专题命中 复杂问题求解 ：reasoning(title,abstract)

MedSeg-R: Reasoning Segmentation in Medical Images with Multimodal Large Language Models

Yu Huang, Zelin Peng, Yichen Zhao, Piao Yang, Xiaokang Yang, Wei Shen

机构 * Department of Radiology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China（放射科、浙江大学医学院附属第一医院、浙江大学医学院） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments †: Equal contribution

Diffusion-VLA: Generalizable and Interpretable Robot Foundation Model via Self-Generated Reasoning

Junjie Wen, Minjie Zhu, Yichen Zhu, Zhibin Tang, Jinming Li, Zhongyi Zhou, Chengmeng Li, Xiaoyu Liu, Yaxin Peng, Chaomin Shen, Feifei Feng

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments Accepted by ICML 2025. The project page is available at: http://diffusion-vla.github.io

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval

Rong-Cheng Tu, Wenhao Sun, Hanzhe You, Yingjie Wang, Jiaxing Huang, Li Shen, Dacheng Tao

机构 * College of Computing and Data Science, Nanyang Technological University, Singapore（南洋理工大学计算机与数据科学学院） ； School of Information Science and Technology, University of Science and Technology of China, Hefei, China（中国科学技术大学信息科学与技术学院） ； Sun Yat-sen University Shenzhen Campus, School of Cyber Science and Technology, Shenzhen, China（中山大学深圳校区计算机科学与技术学院） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Compositional Physical Reasoning of Objects and Events from Videos

Zhenfang Chen, Shilong Dong, Kexin Yi, Yunzhu Li, Mingyu Ding, Antonio Torralba, Joshua B. Tenenbaum, Chuang Gan

机构 * MIT-IBM Watson AI lab（MIT-IBM沃森人工智能实验室） ； New York University（纽约大学） ； Harvard University（哈佛大学） ； UIUC（伊利诺伊大学） ； UC Berkeley（加州大学伯克利分校） ； MIT（麻省理工学院） ； UMass Amherst（马萨诸塞大学阿姆赫斯特分校） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments Accepted by TPAMI 2025. arXiv admin note: text overlap with arXiv:2205.01089

Seeing Beyond Words: MatVQA for Challenging Visual-Scientific Reasoning in Materials Science

Sifan Wu, Huan Zhang, Yizhan Li, Farshid Effaty, Amirreza Ataei, Bang Liu

专题命中 复杂问题求解 ：reasoning(title,abstract)

Training-Free Reasoning and Reflection in MLLMs

Hongchen Wei, Zhenzhong Chen

机构 * School of Remote Sensing and Information Engineering, Wuhan University（遥感与信息工程学院，武汉大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

VCRBench: Exploring Long-form Causal Reasoning Capabilities of Large Video Language Models

Pritam Sarkar, Ali Etemad

机构 * Queen’s University（女王大学） ； Vector Institute（向量研究所） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)