Multimodal Large Language Models

Also known as MLLM

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67 papers in the last four weeks, up 91% on the four weeks before. 0.7% of all new papers.

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  1. DICA: Dual-Indicator Guided Contrastive Alignment in Multimodal Large Language Models

    Jul 27, 2026Hao Yang, Jin Wang, Xuejie ZhangLLM AlignmentMultimodal Large Language Models

    School of Information Science and Engineering Yunnan University Kunming, China

  2. Verification-Notebook Learning for Source-Aware Multimodal Misinformation Detection

    Jul 26, 2026Junyuan TanMultimodal Large Language Models

    Independent Researcher

  3. Omni-Prune: Query-Aware Unified Token Pruning for Efficient Omnimodal Large Language Models

    Jul 26, 2026Yiming Zhong, Chang Nie, Caifeng ShanEfficient Multimodal InferenceMultimodal Large Language Models

    1Nanjing University

  4. OmniScope: Modality-Decoupled Token Compression for Omnimodal Large Language Models

    Jul 25, 2026Jinsen Su, Yongdong Luo, Yuexiao Ma +3Efficient Multimodal InferenceAudio Token Compression

    Media Analytics and Computing Lab, Xiamen University, Xiamen, China · Institute of Artificial Intelligence, Xiamen University, Xiamen, China · School of Informatics, Xiamen University, Xiamen, China +1

  5. Filling Before Advancing: Capability-Gap-Driven Post-Training for Scenario-Specialized Remote Sensing MLLMs

    Jul 24, 2026Yuheng Zong, Minghua Wang, Xin Zhao +3Remote Sensing Image UnderstandingFine-Tuning

    The Institute of Robotics and Automatic Information System (IRAIS), the Tianjin Key Laboratory of Intelligent Robotics (tjKLIR), Nankai University, Tianjin 300071, China · The College of Artificial Intelligence, Nankai University, Tianjin 300071, China · Hyperspectral Computing Laboratory, Department of Technology of Computers and Communications, Escuela Politécnica, University of Extremadura, Cáceres, Spain +1

  6. Zero-Shot Mission-Level Evaluation for Aerial MLLM Agents

    Jul 24, 2026Suman Navaratnarajah, Taehyoung Kim, Jona Ruthardt +5Zero-Shot LearningMultimodal Large Language Models

    University of Technology Nuremberg · Fraunhofer IVI · THWS +1

  7. Toward Generalizable Cognitive Impairment Detection with Speech-Based Multimodal Large Language Models

    Jul 23, 2026Yingchao Huang, Xin Wang, Yuhan Su +1Multimodal Large Language ModelsSpeech-Based Dementia Detection

    Faculty of Digital Innovation, Arts & Sciences, Saskatchewan Polytechnic, Regina SK S4S 5X1, Canada · School of Basic Medical Sciences, Hebei University, Baoding 071000, China · Department of Civil & Environmental Engineering and School of Mining & Petroleum Engineering, University of Alberta, Edmonton AB T6G 2H5, Canada

  8. Unlearning Under Imbalance: Benchmarking Fairness in Multimodal LLM Unlearning

    Jul 23, 2026Lorenzo Orsingher, Thomas De Min, Massimiliano Mancini +2VLM UnlearningAlgorithmic Fairness

    University of Trento, Trento, Italy · Fondazione Bruno Kessler, Trento, Italy

  9. Out of Sight, Still in Mind: Token Compression for Omni-LLMs

    Jul 23, 2026Suho Yoo, Youngjoon Jang, Hyebin Cho +1Efficient Multimodal InferenceMultimodal Large Language Models

    KAIST · VGG, University of Oxford

  10. Geo3R: Mitigating Spatial Reasoning Hallucination in Multimodal Large Language Models

    Jul 23, 2026Mingyu Wang, Weilin Jin, Wenbo Li +33D Spatial ReasoningHallucination in Language Models

    Peking University Beijing, China · Joy Future Academy Beijing, China

  11. EmoAgent-R1: Towards Multimodal Emotion Understanding with Reinforcement Learning-based Dynamic Agent Specialization

    Jul 23, 2026Lihuang Fang, Yuchen Zou, kebing Jin +1RL for Language ModelsAgentic RL

    Guangdong University of Technology Guangzhou, China · Southern University of Science and Technology Shenzhen, China · Xi’an Jiaotong University Xi’an, China +1

  12. Enhancing Explainable Cardiac Diagnosis with Guide-Grounded Multimodal LLMs

    Jul 23, 2026Hai-Nam Duy Vuong, Duy-Anh Bui, Trong-Nghia Nguyen +5Multimodal GroundingMedical Report Generation

    Business AI Lab, College of Technology, National Economics University, Vietnam · FPT University, Hanoi, Vietnam · A2I Lab, Phenikaa School of Computing, Phenikaa University, Hanoi, Vietnam +2

  13. Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs

    Jul 22, 2026Pengcheng Wang, Zhiquan Wang, Jayoung Lee +5Efficient Multimodal InferenceEfficient VLM Inference

    Purdue University, West Lafayette, IN, USA · University of Wisconsin–Madison, Madison, WI, USA · NVIDIA, Santa Clara, CA, USA

  14. Multimodal Large Language Models for Remote Sensing Image Understanding: Domain-Specific or General-Purpose?

    Jul 22, 2026Qiwei Ma, Chunping Qiu, Xinjun Cheng +5Remote Sensing Image UnderstandingRemote Sensing VQA

    School of Artificial Intelligence and Robotics, Hunan University, Changsha, 410082, China · Intelligent Game and Decision Lab (IGDL), Beijing, 100091, China · cYuelushan Center for Industrial Innovation, Changsha, 410082, China

  15. RIME: Enabling Large-Scale Agentic Music Post-Production

    Jul 21, 2026Noah Schaffer, Nikhil SinghAudio EditingMultimodal Large Language Models

    Dartmouth College

  16. OmniReasoner: Thinking with Long Audio-Video via Native Tool Use

    Jul 21, 2026Yu Chen, Caorui Li, Ziyu Xiong +8Temporal Video GroundingAudio-Visual Understanding

    University of Chinese Academy of Sciences · Institute of Automation, CAS · Southeast University +3

  17. MeetingToM: Evaluating Multimodal LLMs on Theory-of-Mind Reasoning in Multi-Party Meetings

    Jul 21, 2026Ziyi Wang, Yuhang Wu, Dongxu Piao +3Theory of MindMultimodal Large Language Models

    College of AI, Tsinghua University · Department of Biostatistics and Bioinformatics, Duke University

  18. Computational Humor with Multimodal LLMs: Methods, Datasets, Evaluation, and Challenges

    Jul 21, 2026Tuo Liang, Zhe Hu, Disheng Liu +2Multimodal Large Language ModelsComputational Creativity

    Case Western Reserve University · The Hong Kong Polytechnic University

  19. 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

  20. Querying Multimodal Scientific Papers with AI: Practices and Preferences Across Blind, Low-Vision, and Sighted Scientists

    Jul 20, 2026Arnavi Chheda-Kothary, Lucy Lu Wang, Joseph Chee Chang +1Multimodal Large Language ModelsScientific QA

    Paul G. Allen School of Computer Science & Engineering University of Washington Seattle, WA, USA · Allen Institute for AI · The Information School University of Washington Allen Institute for AI Seattle, WA, USA +1

  21. HAS: Highlight-guided Attention Steering for Multimodal LLM Video Summarization

    Jul 20, 2026Rui Chu, Yingjie LaoVideo SummarizationMultimodal Large Language Models

    Tufts University, Medford, MA, USA

  22. PGN: Design and Implementation of a Vision-Language Navigation System Based on Pangu Multimodal Foundation Model

    Jul 20, 2026Li Xian, Mingxi Li, Yizheng Wang +3VLM AdaptationMultimodal Large Language Models

    School of Information and Communication Engineering University of Electronic Science and Technology of China

  23. Pailitao-MMSearch: Building Native E-Commerce Multimodal Search Foundation

    Jul 20, 2026Xiaohan Ye, Xu Chen, Zihan Gong +15Multimodal IRMultimodal Pretraining

    Taobao & Tmall Group of Alibaba

  24. TimeLens2: Generalist Video Temporal Grounding with Multimodal LLMs

    Jul 19, 2026Yuhan Zhu, Changlian Ma, Xiangyu Zeng +12Temporal Video GroundingReinforcement Learning

    Nanjing University · Shanghai AI Laboratory · Shanghai Jiao Tong University +3

  25. SkyVLaM: Multimodal Large Language Model for UAV Video Understanding in Remote Sensing

    Jul 19, 2026Kaiwen Jing, Ruixu Jia, Bingyao Li +3Referring Video Object SegmentationMultimodal Large Language Models

    Beijing University of Posts and Telecommunications, Beijing, China · Peking University, Beijing, China · Beijing Wuzi University, Beijing, China

  26. Multi-Dimensional Quality Assessment for AI-Generated Human-Centric Videos: Dataset and Model

    Jul 18, 2026Sijing Wu, Yunhao Li, Huiyu Duan +4Mixture of ExpertsMultimodal Large Language Models

    Institute of Image Communication and Network Engineering, Shanghai Jiao Tong University, Shanghai, China · USC-SJTU Institute of Cultural and Creative Industry, Shanghai Jiao Tong University, Shanghai, China · Polytech Nantes, Universit´e de Nantes, France

  27. Can Multimodal Large Language Models Understand OCT?

    Jul 18, 2026Baochen Fu, Wenzhi Deng, Baihao Jin +5Medical ImagingMedical Image Analysis

    1Shandong University · 4Shandong Provincial Qianfoshan Hospital · University of Science and Technology of China +2

  28. Geometry-Enhanced Portion Estimation for Multimodal LLMs

    Jul 17, 2026Lin Liao, Peng LiMultimodal Large Language ModelsMultimodal Foundation Models

  29. Knowing the Self, Understanding the World: A Dual-Cognition Benchmark for UAV Spatio-temporal Reasoning with MLLMs

    Jul 17, 2026Like Liu, Zhengzheng Xu, Haitao He +3Multimodal GroundingAerial Robotics

    Northwestern Polytechnical University Xi’an, Shaanxi, China

  30. An Exam for Active Observers

    Jul 17, 2026Jiarui Zhang, Muzi Tao, Shangshang Wang +3VLM EvaluationMultimodal Large Language Models

    University of Southern California