Multi-Modal Large Language Models

Ask about this topic

Recent momentum

-44%

28 papers in the last 28 days · 0.4% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Also in Multimodal

Neighbouring directions

Multimodal LearningCross-Modal LearningMultimodal ReasoningMultimodal BenchmarksUnified Multimodal ModelsCross-Modal AttentionInput ModalityModality Gap

Weekly history

Recent digests

What was published in this topic, kept on the site without email delivery.

Period ending 2026-09-21

9 new papers

A weekly snapshot of new work published in Multi-Modal Large Language Models.

Period ending 2026-09-14

12 new papers

A weekly snapshot of new work published in Multi-Modal Large Language Models.

Period ending 2026-09-07

12 new papers

A weekly snapshot of new work published in Multi-Modal Large Language Models.

376 papers

Latest in Multi-Modal Large Language Models

Browse all topics →
CardsList

  1. ReQuest: Rethinking-based Question-Aware Frame Selection for Long-Form Video QA

    Jul 2, 2026Minkuk Kim, Suyong Yun, Young Tae Kim +3Video Question AnsweringKeyframe Selection

  2. GeoSearcher: Anchor-Guided Progressive Reasoning for Remote Sensing Visual Grounding with Process Supervision

    Jul 1, 2026Dianyu Wang, Peirong Zhang, Xuyang Li +2Remote SensingSequential Visual Localization

  3. Token-level Response-visual Attention Guidance for Multimodal LLMs Knowledge Distillation

    Jul 1, 2026Jaehyun Jang, Eunseop Yoon, Hee Suk Yoon +3Knowledge DistillationMulti-Modal Large Language Models

  4. Multimodal Continuous Reasoning via Asymmetric Mutual Variational Learning

    Jul 1, 2026Shijie Li, Yilin Gao, Siyuan Yang +7Multi-Modal Large Language ModelsEfficient Latent Reasoning

  5. CoLT: Teaching Multi-Modal Models to Think with Chain of Latent Thoughts

    Jun 30, 2026Lianyu Hu, Shengqian Qin, Zeqin Liao +4Efficient Latent ReasoningMulti-Modal Large Language Models

  6. ERA: Entropy-Guided Visual Token Pruning with Rectified Attention for Efficient MLLMs

    Jun 30, 2026Yuhao Wang, Mu Qiao, Haiwen Diao +5Visual Token PruningVisual Tokens

  7. MECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied Environments

    Jun 30, 2026Qingyun Liu, Jiwen Zhang, Jingyi Hu +2Multimodal AgentsEmbodied Agents

  8. Harnessing Textual Refusal Directions for Multimodal Safety

    Jun 30, 2026Moreno D'Incà, Nicu Sebe, Massimiliano ManciniMulti-Modal Large Language ModelsLarge Language Model Safety

  9. UniCoder: Unified Visual-to-Code Generation via Symbolic Rewards and Reference-Guided Code Optimization

    Jun 30, 2026Yaozhi Zheng, Yilei Jiang, Manyuan Zhang +5Visual GenerationCode Generation

  10. MS-Resampler: Multi-Scope Visual Resampling for Efficient Multimodal LLMs

    Jun 30, 2026Zhongyang Li, Yaqian Li, Faming Fang +6Multi-Modal Large Language ModelsMultimodal Benchmarks

  11. LOPA: Enhancing Spoken Language Assessment via Latent Ordinal Prototype Alignment

    Jun 30, 2026Hong-Yun Lin, Fu-An Chao, Bi-Cheng Yan +1Speech EncoderLatent Representation Alignment

  12. ADAPT: Attention Dynamics Alignment with Preference Tuning for Faithful MLLMs

    Jun 30, 2026Zhiyuan Yao, Zheren Fu, Zhixiao Zheng +3Large Language Model HallucinationMulti-Modal Large Language Models

  13. Making Multimodal LLMs Reliable Chart Data Extractors: A Benchmark and Training Framework

    Jun 29, 2026Yuchen He, Peizhi Ying, Liqi Cheng +4ChartMulti-Modal Large Language Models

  14. Clearer Sight, Fewer Lies: Oriented Pickup Preference Optimization for Multimodal Hallucination Mitigation

    Jun 29, 2026Xin Zou, Haolin Deng, Yibo Yan +5Large Language Model HallucinationMulti-Modal Large Language Models

  15. Can MLLMs Critique Like Humans? Evaluating Open-Ended Aesthetic Reasoning in Multimodal Large Language Models

    Jun 29, 2026Sajjad Ghiasvand, Maryam Amirizaniani, Haniyeh Ehsani Oskouie +2AestheticsMulti-Modal Large Language Models

  16. Reliability-Prioritized Fine-Grained Generation in Multimodal Large

    Jun 28, 2026Xiaomeng Fan, Wei Wu, Yuwei Wu +9Multi-Modal Large Language ModelsMultimodal Learning

  17. Enhancing Part-Level Point Grounding for Any Open-Source MLLMs

    Jun 28, 2026Jin-Cheng Jhang, Fu-En Wang, Xin Yang +4Vision-Language Model GroundingContextual Grounding

  18. Low-cost concept-based localized explanations: How far can we get with training-free approaches?

    Jun 27, 2026Darian Fernández-Gutiérrez, Rafael Bello, Marilyn Bello +1Explainable Artificial IntelligenceMulti-Modal Large Language Models

  19. Efficient Spatio-Temporal Grounding with Multimodal Large Models via Second-Level Tracking and RL Verification

    Jun 27, 2026Tianshu Zhang, Yan Wang, Ji Qi +1Video Temporal GroundingLarge Vision Language Models

  20. Mural: Transferring LLM knowledge to image generation via Mixture-of-Transformers

    Jun 27, 2026Achin Jain, Jie An, Siddharth Chaudhary +1Text-To-ImageImage Generation

  21. Personalizing MLLMs via Reinforced Multimodal Reference Game

    Jun 27, 2026Deepayan Das, Davide Talon, Yiming Wang +2Multi-Modal Large Language ModelsMultimodal Learning

  22. AirGroundBench: Probing Spatial Intelligence in Multimodal Large Models under Heterogeneous Multi-View Embodied Collaboration

    Jun 26, 2026Haotian Li, Yida Wang, Leyuan Wang +7Multi-Modal Large Language ModelsMulti-View

  23. Paying More Attention to Visual Tokens in Self-Evolving Large Multimodal Models

    Jun 25, 2026Shravan Venkatraman, Ritesh Thawkar, Omkar Thawakar +4Large Vision Language ModelsMulti-Modal Large Language Models

  24. TOPS: First-Principles Visual Token Pruning via Constructing Token Optimal Preservation Sets for Efficient MLLM Inference

    Jun 25, 2026Tinghao Wang, Yichen Guo, Rui Huang +11Visual Token PruningMulti-Modal Large Language Models

  25. Same Evidence, Different Answer: Auditing Order Sensitivity in Multimodal Large Language Models

    Jun 24, 2026Akshay Paruchuri, Sanmi Koyejo, Ehsan AdeliMulti-Modal Large Language ModelsFlips

  26. TriViewBench: Controlled Complexity Scaling for Multi-View Structural Reasoning in MLLMs

    Jun 24, 2026Yu-Yang Chen, Lan-Zhe GuoMulti-Modal Large Language ModelsModel Complexity

  27. From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models

    Jun 24, 2026Haoxiang Sun, Tao Wang, Li Yuan +2Multi-Modal Large Language ModelsLarge Vision Language Models

  28. PointVG-R: Internalizing Geometric Reasoning in MLLMs for Precise Pointing Localization via Visual Chain of Thought

    Jun 23, 2026Ling Li, Bowen Liu, Zinuo Zhan +5Sequential Visual LocalizationMulti-Modal Large Language Models

  29. ForensicsTok: Forensics-Guided Tokenized Modeling for Image Tampering Localization

    Jun 23, 2026Lei Xu, Haowei Wang, Shen Chen +3Face Forgery DetectionDigital Forensics

  30. Mind the Heads: Topological Representation Alignment for Multimodal LLMs

    Jun 22, 2026Davide Caffagni, Alberto Compagnoni, Federico Melis +5Cross-Modal AlignmentMulti-Modal Large Language Models

  31. LightSTAR: Efficient Visual Document Retrieval via Lightweight Selection with Vision-Adaptive Refinement

    Jun 22, 2026Tongkun Guan, Haocheng Wang, Wei Shen +1Visual Document RetrievalMultimodal Retrieval

  32. PIVOTSBench: Evaluating Fine-Grained Interpersonal Relationship Reasoning in Multimodal Large Language Models

    Jun 22, 2026Shuxiang Zhang, Yiting Yin, Wenxuan Song +2Multi-Modal Large Language Models

  33. Attention-Spectrum Regularization for Replay-Free Continual Multimodal LLMs

    Jun 22, 2026Chuangxin Zhao, Canran Xiao, Siyuan Ma +5Multi-Modal Large Language ModelsCross-Modal Attention

  34. OmniSpace: Efficient Geometry Awareness for Autonomous Vehicles MLLMs

    Jun 21, 2026Hao Vo, Phu Loc Nguyen, Khoa Vo +7Autonomous DrivingMulti-Modal Large Language Models

  35. Efficient Multimodal Clinical Question Answering for Pulmonary Embolism Risk Assessment

    Jun 21, 2026Xiangyuan Xue, Yang Yu, Yan Gao +5Multimodal Clinical DataElectronic Health Records

  36. Bayesian Adaptation Gym: A Benchmark for the Bayesian Low-Rank Adaptation of Multi-Modal Language Models

    Jun 20, 2026Colin Samplawski, Ramneet Kaur, Manoj Acharya +2Large Language Model AdaptationLow-Rank Adaptation

  37. FleetAgent: Teleoperation Assistant for Autonomous Fleets via Vectorized V2N Messages

    Jun 19, 2026Juntong Peng, Qi Chen, Deyuan Qu +3PilotTeleoperation

  38. Is Our Benchmark Enough? An Analysis of Continual Learning for MLLMs

    Jun 18, 2026Van-Tuan Tran, Shruthi Gowda, Merim Dzaferagic +1Efficient Continual LearningMulti-Modal Large Language Models

  39. 3D-PLOT-LLM: Part-Level Object Tokens for 3D Large Language Models

    Jun 18, 2026Jintang Xue, Xinyu Wang, Yixing Wu +2Multi-Modal Large Language ModelsVideo Captioning

  40. Exploring Multi-Modal Large Language Models and Two-Stage Fine-Tuning for Fashion Image Retrieval

    Jun 18, 2026Nguyen Cao Hoang, Hoang Bui Le, Nam Vo Hoang +1Composed Image RetrievalMultimodal Retrieval

  41. CABLE: Cloud-Assisted Bandwidth-efficient LMM-based Encoding for V2X Systems

    Jun 17, 2026Haohua Que, Zhipeng Bao, Qianyi Wu +1V2XRobust Perception

  42. SAMA: Semantic Anchor-aligned Augmentation for Unified Low-Resource Multimodal Information Extraction

    Jun 17, 2026Quanjiang Guo, Chong Mu, Jiazhou Pan +4AugmentationMulti-Modal Large Language Models

  43. Evaluating Large Language Models Abilities for Addressee, Turn-change, and Next Speaker Prediction in Meetings

    Jun 16, 2026Ryo Fukuda, Takatomo Kano, Siddhant Arora +7Turn-TakingMulti-Modal Large Language Models

  44. Revisiting LLM Adaptation for 3D CT Report Generation: A Study of Scaling and Diagnostic Priors

    Jun 15, 2026Vanshali Sharma, Andrea M. Bejar, Halil Ertugrul Aktas +4Medical Vision-Language ModelsLarge Language Model Adaptation

  45. DifferAD-R1: A Difference-Guided IndustrialAnomaly Localization with Multimodal LargeLanguage Models

    Jun 15, 2026Dingrong Wang, Xian Tao, Zhen Qu +5Zero-Shot Anomaly DetectionLocalization Methods

  46. MODE: Modality-Decomposed Expert-Level Mixed-Precision Quantization for MoE Multimodal LLMs

    Jun 15, 2026Yuanteng Chen, Peisong Wang, Zhilei Liu +9Mixture-Of-Expert Language ModelsMixed-Precision Quantization

  47. REFLEX: Reflective Evolution from LLM Experience

    Jun 15, 2026Pan WangLlm-DrivenMulti-Modal Large Language Models

  48. UrbanWell: Benchmarking Multimodal Large Language Models for Spatio-Temporal Urban Wellbeing Analytics

    Jun 14, 2026Yanxin Xi, Xiang Su, Jie Feng +3Urban EnvironmentsMulti-Modal Large Language Models

  49. Forced Deferral: Manipulating Routing Decisions in Multimodal LLM Cascades

    Jun 13, 2026Zhongye Liu, Yaopei Zeng, Yurui Chang +1Language Model Evasion AttacksMulti-Modal Large Language Models

  50. Adapting Reinforcement Learning with Chain-of-Thought Supervision for Explainable Detection of Hateful and Propagandistic Memes

    Jun 13, 2026Mohamed Bayan Kmainasi, Mucahid Kutlu, Ali Ezzat Shahroor +2MemesMulti-Modal Large Language Models

  51. Beyond Scalar Distances: Semantic Attribute Gradients from Frozen MLLMs for Visual Embeddings

    Jun 13, 2026Shubhang Bhatnagar, Dheeraj Baiju, Narendra AhujaVisual EmbeddingsVision Encoders

  52. MVEB: Massive Video Embedding Benchmark

    Jun 12, 2026Adnan El Assadi, Roman Solomatin, Isaac Chung +13VideosMulti-Modal Large Language Models

  53. ClinHallu: A Benchmark for Diagnosing Stage-Wise Hallucinations in Medical MLLM Reasoning

    Jun 12, 2026Sicheng Yang, Hangjie Yuan, Wenjun Zhang +5Clinical ReasoningHallucinations

  54. When Irrelevant Text Matters: Affine Margin Shifts in Multimodal Large Language Models

    Jun 12, 2026Yinfeng Wang, Zhiyuan Yao, Zheren Fu +2Multi-Modal Large Language ModelsLarge Language Model Performance

  55. ArogyaSutra: A Multi-Agent Framework for Multimodal Medical Reasoning in Indic Languages

    Jun 11, 2026Tanmoy Kanti Halder, Akash Ghosh, Subhadip Baidya +2Multimodal Clinical DataMulti-Modal Large Language Models

  56. MLUBench: A Benchmark for Lifelong Unlearning Evaluation in MLLMs

    Jun 11, 2026He Li, Haoang Chi, Qizhou Wang +6Large Language Model UnlearningMulti-Modal Large Language Models

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

    Jun 10, 2026Garvita Allabadi, Matteo Sodano, Roberto Estevão +4Multi-Modal Large Language ModelsIn-Context Learning

  58. MODF-SIR: A Multi-agent Omni-modal Distilled Framework for Social Intelligence Reasoning

    Jun 10, 2026Shang Ma, Jisheng Dang, Wencan Zhang +6Multi-Modal Large Language ModelsCollective Intelligence

  59. Last But Not Least: Boundary Attention CalibratiON for Multimodal KV Cache Compression

    Jun 10, 2026Tianhao Chen, Yuheng Wu, Kelu Yao +3Key-Value Cache CompressionMulti-Modal Large Language Models

  60. Fine-tuning Multi-modal LLMs with ART: Art-based Reinforcement Training

    Jun 10, 2026Michal Chudoba, Sergey Alyaev, Petra Galuscakova +1Large Language Model Fine-TuningMulti-Modal Large Language Models