Multimodal ICL

ICL: In-Context Learning

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7 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. Two Vectors Replace In-Context Demos: Structured Task Adaptation via Embeddings

    Oct 6, 2026Xi Ding, Naichen Shi, Jiawei ZhangMultimodal ICLTask Vectors

    University of Wisconsin–Madison · Northwestern University

  2. MCD: Causal Distillation of Multimodal In-Context Learning in Large Vision-Language Models

    Sep 30, 2026Yanshu Li, Jiaqian Li, Canran Xiao +3Cross-Modal Knowledge DistillationMultimodal ICL

    Brown University · University of Alabama at Birmingham · Hanyang University

  3. Are In-Context Images Worth 10 Dimensions?

    Sep 29, 2026Adhemar de Senneville, Xavier Bou, Jérémy Anger +2Vision-Language ModelsMultimodal ICL

    Université Paris-Saclay, CNRS, ENS Paris-Saclay, Centre Borelli, Paris, France · Pôle recherche de l’AMIAD, Palaiseau, France · Institut Universitaire de France, Paris, France

  4. Exploring In-Context Learning for Handwritten Text Recognition

    Sep 29, 2026Eric Ayllon, Abel Gandia, Jorge Calvo-ZaragozaIn-Context Example SelectionVision-Language Models

  5. M2^2PFN: End-to-End Disentangled Alignment for Generalizable Multimodal In-Context Learning in Alzheimer's Disease

    Sep 23, 2026Lujia Zhong, Shuo Huang, Jianwei Zhang +2Multimodal Disentangled Representation LearningMultimodal ICL

    Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA · Ming Hsieh Department of Electrical and Computer Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA · Alfred E. Mann Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA

  6. V-ICAL Bench: Evaluating Video In-Context Learning for Multimodal Agents in Interactive Environments

    Sep 14, 2026Ziqian Fan, Shibo Xu, Junjie Li +8Multimodal ICLAI Agent Benchmarks

    South China University of Technology · Shanghai Jiao Tong University · Fudan University +4

  7. TwinICL: Diagnosing Multimodal In-Context Learning through Paired Counterfactuals

    Sep 14, 2026Zihan Xue, Po-Yi Lu, Serhii Honcharenko +5Multimodal ICLModality Gap in VLMs

    University of California, Los Angeles · 2National Taiwan University · 3Texas A&M University +2

  8. Beyond Surface Imitation: Contrastive Modeling for Reasoning Path Alignment in Multimodal In-Context Learning

    Sep 9, 2026Mingbo Yang, Wenqiang Wang, Zhaolu Kang +4Contrastive LearningMultimodal ICL

    Sun Yat-Sen University Shenzhen, Guangdong, China · Peking University Beijing, Beijing, China · Sun Yat-Sen University Shenzhen, Guangdong, China Pengcheng Laboratory +1

  9. When Is a Task Vector Enough? An Empirical Theory of Implicit Multimodal ICL

    Aug 13, 2026Jiaqian LiMultimodal ICLTask Vectors

    Brown University

  10. MAG: MAnifold Guided Semi-Supervised Multi-modal In-Context Learning

    Aug 13, 2026Zirui Cheng, Xun Xu, Tiankai Chen +7In-Context Example SelectionMultimodal ICL

    College of Design and Engineering, National University of Singapore · Institute for Infocomm Research, ASTAR, Singapore

  11. In-Context Collapse in Vision-Language Models and How to Mitigate it?

    Aug 3, 2026Mohammad RostamiVLM RobustnessVision-Language Models

    Amazon Generative AI Innovation Center∗, USA.

  12. MoRoute: Dynamic Routing for In-Context Multimodal Video Generation

    Jul 31, 2026Chong Gao, Jie Ma, Zhan Peng +5Video Diffusion ModelsMultimodal ICL

    Sun Yat-sen University · Orange Team, Moku Lab, HUJING Digital Media & Entertainment Group · Huazhong University of Science and Technology

  13. CLBench-V: Evaluating Multimodal Context Learning from Grounding to Knowledge Acquisition

    Jul 28, 2026Lai Wei, Chengqi Li, Jiapeng Li +3Multimodal GroundingMultimodal ICL

    School of Computer Science, Shanghai Jiao Tong University · 2Zhongguancun Academy · 3Shanghai Innovation Institute

  14. In-Context Learning for Wound Classification with Small Multimodal Language Models

    Jul 21, 2026George Martvel, Oskar Gustafsson, John Pavia +1Multimodal ICLMultimodal Large Language Models

    1Jönköping University, Jönköping, Sweden · 2Halmstad University, Halmstad, Sweden · 3Mölnlycke Health Care +1

  15. Tree-of-Thoughts Reasoning for Text-to-Image In-Context Learning

    Jul 8, 2026Stepanida Alekseeva, Jenifer Kalafatovich, Seong-Whan LeeTree of ThoughtsMultimodal ICL

    Department of Artificial Intelligence, Korea University, Seoul, Korea.

  16. Global Logic and Local Search: Dual-Stream Multimodal In-Context Learning for Verifiable Industrial Anomaly Detection

    Jul 4, 2026Runzhi Deng, Yundi Hu, Yiming Zhong +5Multimodal ICLIndustrial Anomaly Detection

    Nanjing University, Nanjing, Jiangsu, China · China Mobile Zijin Innovation Institute, Nanjing, Jiangsu, China · Southeast University, Nanjing, Jiangsu, China

  17. Criterion-Conditional In-Context Learning: Evaluating Criterion-Shift Adaptation in Vision-Language Models

    Jun 30, 2026Kaiyun Yang, Ruilin Yang, Zhimin Yao +2VLM EvaluationMultimodal ICL

    University of Science and Technology of China, Hefei, China · Megvii Technology Inc., Beijing, China.

  18. Unlocking In-Context Learning in Audio-Language Models from Decentralized Medical Audio

    Jun 22, 2026Ran Piao, Tsai-Ning Wang, Martijn den Dekker +4Few-Shot Audio ClassificationMultimodal ICL

    Eindhoven University of Technology, The Netherlands · Erasmus MC, The Netherlands · Rijnstate Hospital, The Netherlands +1

  19. MAF: Multimodal Adaptive Few-shot Prompting for Sentiment Analysis with MLLMs

    Jun 14, 2026Hangling XieMultimodal ICLMultimodal Large Language Models

    Nanjing University of Posts and Telecommunications, Wenyuan Road No.9, Xixia District, Nanjing City, Jiangsu Province, China

  20. GRIP: Feedback-Guided Prompt Retrieval for Large Multimodal Models

    Jun 10, 2026Garvita Allabadi, Matteo Sodano, Roberto Estevão +4Multimodal ICLMultimodal Large Language Models

    University of Illinois Urbana Champaign · University of Bonn · Microsoft

  21. Task-Aware Structured Memory for Dynamic Multi-modal In-Context Learning

    Jun 10, 2026Zhirui Chen, Ziwei Chen, Ling ShaoMemory-Augmented Language ModelsMultimodal ICL

    UCAS-Terminus AI Lab, University of Chinese Academy of Sciences, China · ByteDance Inc.

  22. Hyper-ICL: Attention Calibration with Hyperbolic Anchor Distillation for Multimodal In-Context Learning

    Jun 3, 2026Niloufar Alipour Talemi, Hossein Kashiani, Fatemeh AfghahEfficient Multimodal InferenceMultimodal ICL

    Holcombe Department of Electrical and Computer Engineering, Clemson University, Clemson, United States.

  23. MMCL-Bench: Multimodal Context Learning from Visual Rules, Procedures, and Evidence

    May 12, 2026Yifan Chen, Fei Yin, Qingyan Bai +2Multimodal ICLMultimodal Reasoning

    University of Cambridge · HKUST · Tsinghua University

  24. PromptDx: Differentiable Prompt Tuning for Multimodal In-Context Alzheimer's Diagnosis

    May 9, 2026Lujia Zhong, Yihao Xia, Shuo Huang +2Multimodal ICLMedical Diagnosis

    Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California · Ming Hsieh Department of Electrical and Computer Engineering, Viterbi School of Engineering, University of Southern California · Alfred E. Mann Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California

  25. Enhancing Multimodal In-Context Learning via Inductive-Deductive Reasoning

    May 4, 2026Haoyu Wang, Haonan Wang, Yuyan Chen +5Multimodal ICLIn-Context Learning

    Tencent QQ · Fudan University · Cornell University

  26. UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy

    Mar 25, 2026Yicheng Xu, Jiangning Zhang, Zhucun Xue +5Multimodal ICLUnified Multimodal Models

    1Zhejiang University, China. · 2Shanghai Jiaotong University, China. · 3National University of Singapore, Singapore. +1

  27. When Demonstrations Fail: Diagnosing the Limits of In-Context Learning in Large Audio-Language Models with Progressive Cue Removal

    Mar 20, 2026Yen-Ting Piao, Jay Chiehen Liao, Wei-Tang Chien +5Audio-Language Model EvaluationLLM Evaluation

    National Taiwan University, Taiwan

  28. Retrieved Images as Visual Thought: Training-Free Multimodal In-Context Learning for the Open-vs-Closed Gap

    Date pendingBingchen Huang, Zhiling Wang, Yifu Chen +1Multimodal RAGMultimodal ICL

    Meituan