Multi-Image Reasoning

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15 papers4 papers in the last four weeks, with none the four weeks before. 0.0% of all new papers.

  1. What Breaks in Multi-Image Schema Application? Factorial Oracle Interventions Reveal an Instance-Information Bottleneck

    Oct 14, 2026Yiliu Xu, Xinjin Li, Yu MaMulti-Image ReasoningVisual Reasoning

    Columbia University New York, United States

  2. Visual Tokens on Demand: Visual Budgeting for Scalable and Efficient Multi-Image Reasoning in Multimodal LLMs

    Oct 13, 2026Aimon Rahman, Joymallya Chakraborty, Vidit Bansal +1Multi-Image ReasoningEfficient Multimodal Inference

    Amazon

  3. Rethinking Multi-Image Re-Representation in Multi-Image Understanding

    Sep 30, 2026Gengyuan Zhang, Xiao Han, Xinyu Xie +2Visual Representation LearningMultimodal CoT Reasoning

    LMU Munich · MCML

  4. MG-Thinker: Bi-Axial Self-Reflection for Multi-Image Reasoning Grounding

    Sep 29, 2026Heyu Huang, Chi Chen, Zonghao Guo +3Multimodal GroundingMultimodal CoT Reasoning

    Huazhong University of Science and Technology Wuhan, China · Tsinghua University Beijing, China

  5. SD-MAR: Multi-image Analytical Reasoning via Synthetic Data and Reinforcement Learning

    Jul 15, 2026Shiyu Yuan, Sourav Sanjukta Bhabesh, Zhe Wang +3Visual ReasoningSynthetic Data Generation

    1Stevens Institute of Technology · 2AGI Foundations for AWS · 3Amazon Web Services (AWS), Amazon

  6. Show Me Examples: Inferring Visual Concepts from Image Sets

    Jul 2, 2026Nick Stracke, Kolja Bauer, Stefan Andreas Baumann +3Vision-Language ModelsConditional Image Generation

    Munich Center for Machine Learning · Apple

  7. ROVER: Routing Object-Centric Visual Evidence for Grounded Multi-Image Reasoning

    May 27, 2026Guannan Lv, Ren Nie, Hongjian Dou +1Multimodal GroundingEfficient Multimodal Inference

    Kuaishou Technology

  8. CGC: Compositional Grounded Contrast for Fine-Grained Multi-Image Understanding

    Apr 24, 2026Lihao Zheng, Zhenwei Shao, Yu Zhou +5Multimodal GroundingMultimodal Large Language Models

    School of Computer Science and Technology, Hangzhou Dianzi University · Base Model, Li Auto

  9. OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Model

    Apr 22, 2026Qiguang Chen, Chengyu Luan, Jiajun Wu +7VLM EvaluationVisual Reasoning

    Research Center for Social Computing and Interactive Robotics, Harbin Institute of Technology · Central South University · Fudan University +3

  10. S2H-DPO: Hardness-Aware Preference Optimization for Vision-Language Models

    Apr 20, 2026Nitish Shukla, Surgan Jandial, Arun RossDirect Preference OptimizationVisual Reasoning

    Michigan State University · Carnegie Mellon University

  11. Medical thinking with multiple images

    Apr 14, 2026Zonghai Yao, Benlu Wang, Yifan Zhang +8Medical VQAMultimodal Reasoning

    Manning College of Information and Computer Sciences, UMass Amherst · Center for Healthcare Organization and Implementation Research, VA Bedford Health Care · Department of Computer Science, Yale University +2

  12. Decoding the Pulse of Reasoning VLMs in Multi-Image Understanding Tasks

    Mar 4, 2026Chenjun LiVLM ReasoningMulti-Image Reasoning

    School of Electrical and Computer Engineering, Cornell University

  13. MMR-Life: Piecing Together Real-life Scenes for Multimodal Multi-image Reasoning

    Mar 2, 2026Jiachun Li, Shaoping Huang, Zhuoran Jin +5Multi-Image ReasoningMultimodal Reasoning

    School of Artificial Intelligence, University of Chinese Academy of Sciences · The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences · School of Advanced Interdisciplinary Sciences, University of Chinese Academy of Sciences

  14. Mimic Human Cognition, Master Multi-Image Reasoning: A Meta-Action Framework for Enhanced Visual Understanding

    Jan 12, 2026Jianghao Yin, Qingbin Li, Kun Sun +10Visual ReasoningMultimodal Reasoning

    East China Normal University · ByteDance

  15. Mitigating Cross-Image Information Leakage in Multi-Image Understanding with Large Vision-Language Models

    Aug 19, 2025Yeji Park, Minyoung Lee, Sanghyuk Chun +1Large Vision-Language ModelsVLM Reasoning

    Sogang University · Princeton University · NAVER AI Lab