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. CRANE: Knowledge Editing for Reasoning MLLMs

    Jun 8, 2026Han Huang, Hao Wang, Mengqi Zhang +3Knowledge EditingKnowledge Conflicts in Language Models

    University of Chinese Academy of Sciences, Beijing 101408, China, and also with the New Laboratory of Pattern Recognition (NLPR), CASIA, Beijing 100045, China · Harbin Institute of Technology, Weihai 264209, China · School of Computer Science and Technology, Shandong University, Qingdao 266237, China

  2. NutriMLLM: Multimodal Large Language Models for Dietary Micronutrient Analysis

    Jun 8, 2026Runze Yan, Minxiao Wang, Jiaying Lu +3Multimodal Large Language Models

    Center for Data Science, Nell Hodgson Woodruff School of Nursing, Emory University, 1520 Clifton Rd NE, Atlanta, 30322, GA, United States. · Rollins School of Public Health, Emory University, 1518 Clifton Rd2026 NE, Atlanta, 30322, GA, United States.

  3. Look Less, Reason More: Block-wise Attention Skipping for Efficient Multimodal LLMs

    Jun 7, 2026Jie Ma, Zhike Qiu, Jiayi Ji +2Efficient Multimodal InferenceMultimodal Large Language Models

    Xiamen University

  4. TVI-CoT: Text-Visual Interleaved Chain-of-Thought Reasoning for Multimodal Understanding

    Jun 7, 2026Lianyu Hu, Xiaoyu Ma, Zeqin Liao +1Multimodal Large Language ModelsMultimodal Reasoning

    College of Computing and Data Science of Nanyang Technological University, Singapore.

  5. When Correct Decisions Hide Internal Stress: Decision-State Probing in Multimodal Language Models

    Jun 7, 2026Haoran Zhao, Soyeon Caren Han, Eduard HovyMultimodal RobustnessMultimodal Large Language Models

    1The University of Melbourne

  6. When No Answer Is Correct: Diagnosing Absent Answer Detection for MLLMs in Video Understanding

    Jun 6, 2026Yiheng Wang, Yueqian Lin, Lichen Zhu +3Multimodal Large Language ModelsQuestion Answering

    Duke University, Durham, North Carolina, USA

  7. Robust-U1: Can MLLMs Self-Recover Corrupted Visual Content for Robust Understanding?

    Jun 6, 2026Jiaqi Tang, Jianmin Chen, Youyang Zhai +6VLM RobustnessImage Corruption Robustness

    The Hong Kong University of Science and Technology, Hong Kong · Northwestern Polytechnical University, Xi’an, China · Northeastern University, Shenyang, China +2

  8. Seeing Without Exposing: Adaptive Privacy Control for Open-World, Context-Hungry MLLMs

    Jun 5, 2026Siyuan Xu, Yibing Liu, Peilin Chen +3Privacy-Preserving Language ModelsMultimodal Large Language Models

    City University of Hong Kong · Hon Hai Research Institute · Lingnan University

  9. Textual Supervision Enhances Geospatial Representations in Vision-Language Models

    Jun 5, 2026Marcelo Sartori Locatelli, Fernando Tonucci, Jea Kwon +5Vision-Language ModelsGeospatial Representation Learning

    Max Planck Institute for Security and Privacy (MPI-SP), Bochum, Germany · Universidade Federal de Minas Gerais, Belo Horizonte, Brazil · Changwon National University, Changwon, South Korea +1

  10. When Recovery Matters: The Blind Spot of Surrogate Privacy in MLLM Editing

    Jun 5, 2026Siyuan Xu, Yibing Liu, Peilin Chen +3Image Editing EvaluationText-Guided Image Editing

    1City University of Hong Kong, Hong Kong. · 2Hon Hai Research Institute, Taipei. · 3Lingnan University, Hong Kong.

  11. Evaluating Stochastic Collapse and Implicit Bias in Multimodal Large Language Models

    Jun 4, 2026Huiyuan Zheng, Houtao Zhang, Boyang Wang +2Multimodal Large Language ModelsLanguage Model Bias Evaluation

    Fudan University · Beihang University

  12. Mechanistic Insights into Functional Sparsity in Multimodal LLMs via CoRe Heads

    Jun 4, 2026Ruoxi Sun, Quantong Qiu, Juntao Li +3Multimodal Large Language ModelsVLM Interpretability

    Soochow University · Peking University

  13. Learning Geometric Representations from Videos for Spatial Intelligent Multimodal Large Language Models

    Jun 4, 2026Haibo Wang, Lifu Huang3D Spatial ReasoningMultimodal Large Language Models

    University of California, Davis

  14. Beyond Generative Decoding: Discriminative Hidden-State Readout from a Native Omni-Modal LLM for Multimodal Sentiment Analysis

    Jun 4, 2026Bin Wen, Tien-Ping TanEfficient Multimodal InferenceSentiment Analysis

    School of Computer Sciences, Universiti Sains Malaysia, Penang, Malaysia.

  15. LongSpace: Exploring Long-Horizon Spatial Memory from Perception to Recall in Video

    Jun 4, 2026Shiqiang Lang, Jing Liu, Haoyang He +6Visual Spatial ReasoningMultimodal Large Language Models

    Beijing University of Posts and Telecommunications · Zhongguancun Academy · Institute of Automation, Chinese Academy of Sciences +2

  16. WorldBench: A Challenging and Visually Diverse Multimodal Reasoning Benchmark

    Jun 4, 2026Yida Yin, Harish Krishnakumar, Chung Peng Lee +9Multimodal Large Language ModelsMultimodal Reasoning

    Princeton University · NYU · University of Waterloo +1

  17. Brick-Composer: Using MLLMs for Assembly with Diverse Bricks

    Jun 3, 2026Jiateng Liu, Bingxuan Li, Zhenhailong Wang +8Visual Spatial ReasoningBenchmark Construction

    UIUC1 · Stevens Institute of Technology2 · Northwestern University3

  18. UniCAD: A Unified Benchmark and Universal Model for Multi-Modal Multi-Task CAD

    Jun 3, 2026Jingyuan Chen, Sheng Jin, Haopeng Sun +23D ReconstructionMultimodal Large Language Models

    SenseTime Research and Tetras.AI

  19. Query-based Cross-Modal Projector Bolstering Mamba Multimodal LLM

    Jun 3, 2026SooHwan Eom, Jay Shim, Gwanhyeong Koo +4MambaEfficient VLM Inference

    Korea Advanced Institute of Science and Technology / Korea, Republic of · University of Illinois in Urbana-Champaign / United States of America · Korea University / Korea, Republic of

  20. A Systematic Evaluation of Positional Bias in Multi-Video Summarization with MLLMs

    Jun 3, 2026Huangchen Xu, Yuan Wu, Yi ChangMultimodal Large Language ModelsMultimodal Model Evaluation

    School of Artificial Intelligence, Jilin University · 2Engineering Research Center of Knowledge-Driven Human-Machine Intelligence, Jilin University · 3International Center of Future Science, Jilin University

  21. 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.

  22. From Symbolic to Geometric: Enabling Spatial Reasoning in Large Language Models

    Jun 3, 2026Chen Chu, Bita Azarijoo, Li Xiong +2Spatial Reasoning BenchmarksMultimodal Large Language Models

    University of Southern California Los Angeles, CA, USA · Emory University Atlanta, GA, USA · Novateur Research Solutions Ashburn, Virginia, USA

  23. MorphoQuant: Modality-Aware Quantization for Omni-modal Large Language Models

    Jun 3, 2026Yue Wu, Changyuan Wang, Zixuan Wang +2LLM Quantization4-Bit Quantization

  24. FindIt: A Format-Informed Visual Detection Benchmark for Generalist Multimodal LLMs

    Jun 2, 2026Eshika Khandelwal, Jingjing Pan, Mingfang Zhang +3Multimodal GroundingVideo Object Detection

    Tuebingen AI Center, University of Tuebingen · Woven by Toyota, Inc., Tokyo, Japan · Toyota Motor Europe, Brussels, Belgium

  25. Benchmarking Visual State Tracking in Multimodal Video Understanding

    Jun 2, 2026Sihyun Yu, Nanye Ma, Pinzhi Huang +8Multimodal Large Language ModelsVideo Reasoning

    New York University · KAIST

  26. MAGNIFIED: RL Fine-tuning of Multimodal Large Language Models for Motion Planning

    Jun 2, 2026Letian Chen, Yiren Lu, Justin Fu +5VLMs for Autonomous DrivingMultimodal Large Language Models

    Waymo LLC.

  27. Exploring Adversarial Robustness and Safety Alignment in Multilingual Multi-Modal Large Language Models

    Jun 2, 2026Hashmat Shadab Malik, Muzammal Naseer, Salman KhanMultilingual Language Model EvaluationAdversarial Attacks on VLMs

    Mohamed Bin Zayed University of AI, UAE · Khalifa University, UAE · Australian National University, Australia

  28. Investigating Adversarial Robustness of Multi-modal Large Language Models

    Jun 2, 2026Hashmat Shadab Malik, Muzammal Naseer, Salman KhanAdversarial TrainingVLM Robustness

    Mohamed Bin Zayed University of AI, UAE · Khalifa University, UAE · Australian National University, Australia

  29. DMT-CBT: Longitudinal Therapeutic State Modeling for CBT Counseling

    Jun 2, 2026Chang Liu, Shuyi Zhang, Changsheng Ma +3Mental Health CounselingMultimodal Large Language Models

    School of Information Science and Engineering, Lanzhou University

  30. CORE: Conflict-Oriented Reasoning for General Multimodal Manipulation Detection

    Jun 2, 2026Jinjie Shen, Yaxiong Wang, Yujiao Wu +5Fake News DetectionMultimodal Large Language Models

    School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, China · Wuhan University, Wuhan, China · Lab for Intelligence and visiON (LION) +2