Large Vision Language Models

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Vision-LanguageVision EncodersFrozen Vision-Language ModelsVision-Language AlignmentAva-VlmPoint-Vlms

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Period ending 2026-09-21

19 new papers

A weekly snapshot of new work published in Large Vision Language Models.

Period ending 2026-09-14

8 new papers

A weekly snapshot of new work published in Large Vision Language Models.

Period ending 2026-09-07

6 new papers

A weekly snapshot of new work published in Large Vision Language Models.

862 papers

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  1. MLingualFC: Evaluating Jailbreak Vulnerabilities in Multilingual Vision-Language Models

    Jun 5, 2026Rishabh Makwana, Mamta, Deeksha Varshney +1Large Language Model JailbreaksMultilingual Safety

  2. NAVI-Orbital: First In-Orbit Demonstration of a Zero-Shot Vision-Language Model for Autonomous Earth Observation

    Jun 5, 2026Juan Manuel Delfa Victoria, Taran Cyriac John, Andrew W. HersonCloud-Aware Earth Observation SequencesEarth Observation

  3. Diagnosing Visual Ignorance in Vision-Language Models

    Jun 5, 2026Runyu Zhou, Qi Zhang, Qixun Wang +1Large Vision Language ModelsDominant Paradigm

  4. Think Like a Pilot: Fine-Grained Long-Horizon UAV Navigation

    Jun 5, 2026Xiangyi Zheng, Xiangyu Wang, Qinan Liao +6Aerial Vision-Language NavigationPilot

  5. PAR3D: A Unified 3D-MLLM with Part-Aware Representation for Scene Understanding

    Jun 4, 2026Shaohui Dai, Yansong Qu, You Shen +23D Scene Understanding3D Object Understanding

  6. Learning Visual Spatial Planning from Symbolic State via Modality-Gap-Aware Self-Distillation

    Jun 4, 2026Haocheng Luo, Jiahui Liu, Ruicheng Zhang +6Large Vision Language ModelsClassical Planning

  7. Global-Local Monte Carlo Tree Search in Vision-Language Models for Text-to-3D Indoor Scene Generation

    Jun 4, 2026Mengshi Qi, Wei Deng, Xianlin Zhang +13D ScenesIndoor Scene Generation

  8. Causal Scaffolding for Physical Reasoning: A Benchmark for Causally-Informed Physical World Understanding in VLMs

    Jun 4, 2026Tianyi Tang, Zhuoyi Lin, Zeyu Feng +4Large Vision Language ModelsCausal Reasoning

  9. MemoVAD: Resource-Efficient Video Anomaly Detection via Dynamic Semantic Memory in Edge Computing Scenarios

    Jun 4, 2026Guo Li, Jiandian Zeng, Yang Li +3Video Anomaly UnderstandingEdge Computing

  10. Cosine Misleads: Auxiliary Losses Reshape Vision Language Models, Not Their Latents

    Jun 4, 2026XiuYu Zhang, Junfeng Fang, Zhenkai LiangLarge Vision Language ModelsVisual Reasoning

  11. Seeing Time: Benchmarking Chronological Reasoning and Shortcut Biases in Vision-Language Models

    Jun 4, 2026Haoyu Zhou, Qing Qing, Caichong Li +6Large Vision Language ModelsVisual Reasoning

  12. Food-R1: A Unified Multi-Task Food Vision-Language Model with Reinforcement Learning

    Jun 3, 2026Yu Zhu, Yongkang Li, Wenjie Zhu +5Non-Destructive Frying Oil Oxidation AssessmentNutrient Reasoning

  13. Geometry-Aware Distillation for Prompt Tuning Biomedical Vision-Language Models

    Jun 3, 2026Tran Dinh Tien, Zhiqiang ShenLarge Vision Language ModelsPrompt Engineering

  14. Stateful Visual Encoders for Vision-Language Models

    Jun 3, 2026Zirui Wang, Junwei Yu, Adam Yala +3Vision EncodersLarge Vision Language Models

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

    Jun 2, 2026Eshika Khandelwal, Jingjing Pan, Mingfang Zhang +3Multimodal BenchmarksMulti-Modal Large Language Models

  16. UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation

    Jun 2, 2026Zeyuan Yang, Hao-Wei Chen, Xueyang Yu +5Text-To-Image Diffusion ModelsMultimodal Generation

  17. Beyond Encoder Accumulation: Measuring Encoder Roles in Multi-Encoder VLMs

    Jun 2, 2026Wei Ding, Yudong Zhang, Ruobing Xie +3Encoding ModelsEncoders

  18. TurtleAI: Benchmarking Multimodal Models for Visual Programming in Turtle Graphics

    Jun 2, 2026Chao Wen, Jacqueline Staub, Adish SinglaLarge Vision Language ModelsSpatial Reasoning

  19. Beyond the Literal: Decomposing Pragmatic Intent in Multimodal Meme Understanding

    Jun 2, 2026Zhengyi Zhao, Shubo Zhang, Zezhong Wang +6MemesLarge Vision Language Models

  20. P2^2-DPO: Grounding Hallucination in Perceptual Processing via Calibration Direct Preference Optimization

    Jun 2, 2026Ruipeng Zhang, Zhihao Li, Haozhang Yuan +2Large Vision Language ModelsPerceptual Understanding

  21. Steer Where It Matters: Token-Level Visual-Sensitivity Steering for LVLMs Hallucination Mitigation

    Jun 2, 2026Ruipeng Zhang, Zhihao Li, C. L. Philip Chen +1Large Language Model HallucinationLarge Vision Language Models

  22. SD-GRPO: Verifiable Segment Decomposition for Long-Form Vision-Language Generation

    Jun 2, 2026Hyunwoong Kim, Seongeun Lee, Hannah Yun +2Large Vision Language ModelsGroup Relative Policy Optimization

  23. Follow-Your-Preference++: Rethinking Preference Alignment for Image Inpainting

    Jun 2, 2026Junkun Yuan, Yutao Shen, Toru Aonishi +2Preference AlignmentInpainting

  24. Disentangling Visual and Factual Correctness in LVLMs' Visualization Literacy

    Jun 2, 2026Soohyun Lee, Jaeyoung Kim, Seokhyeon Park +5Large Vision Language ModelsVisual Reasoning

  25. Zero-Shot 3D Question Answering via Hierarchical View-to-Token Transportation

    Jun 2, 2026Dongsheng Wang, Dawei Su, Hui Huang3D Scene UnderstandingLarge Vision Language Models

  26. TGV-KV: Text-Grounded KV Eviction for Vision-Language Models

    Jun 2, 2026Jizhihui Liu, Ruizi Han, Miao Zhang +4Large Vision Language ModelsKey-Value Cache Eviction

  27. SCOPE: Real-Time Natural Language Camera Agent at the Edge

    Jun 1, 2026Nikolaj Hindsbo, Sina Ehsani, Pragyana MishraExecutable Robot BehaviorLarge Vision Language Models

  28. BYORn: Bootstrap Your Own Responses to Defend Large Vision-Language Models Against Backdoor Attacks

    Jun 1, 2026Ivan Sabolić, Marin Oršić, Josip Šarić +1Large Vision Language ModelsBackdoor Attacks

  29. FUSE: Quantifying Uncertainty in Vision-Language Models by Bayesian Fusing Epistemic and Aleatoric Uncertainty

    Jun 1, 2026Harry Zhang, Luca CarloneLarge Vision Language ModelsTemporal Fusion Transformer

  30. LL-Bench: Rethinking Low-Level Vision Evaluation in the Era of Large-Scale Generative Models

    Jun 1, 2026Lu Liu, Huiyu Duan, Chenxin Zhu +6Image Quality AssessmentEvaluation Benchmarks

  31. Active Exploring like a Pigeon: Reinforcing Spatial Reasoning via Agentic Vision-Language Models

    Jun 1, 2026Wei Deng, Xianlin Zhang, Mengshi QiSpatial ReasoningCognitive Map

  32. Vision-language Models for Driver Monitoring Systems: A Driver Activity Description Dataset

    Jun 1, 2026David J. Lerch, Sarath Mulugurthi, Manuel Martin +2Naturalistic Driving DataDriving

  33. Eyettention II: A Dual-Sequence Architecture for Modeling Fixation Location, Within-Word Landing Position, and Fixation Duration in Reading

    Jun 1, 2026Shuwen Deng, Cui Ding, David R. Reich +2Eye TrackingLarge Vision Language Models

  34. STaR-KV: Spatio-Temporal Adaptive Re-weighting for KV Cache Compression in GUI Vision-Language Models

    Jun 1, 2026Yuhang Han, Wenzheng Yang, Yujie Chen +4Key-Value Cache CompressionGraphics Processing Unit Memory

  35. EvoCut: Multi-Layer Evolution-Aware Visual Token Compression for Efficient Large Vision-Language Models

    Jun 1, 2026Hongyu Lu, Feng Zhang, Wenwei Jin +5Token CompressionVisual Tokens

  36. Goal2Pixel: Grounding Goals to Pixels for Vision-Language Navigation

    Jun 1, 2026Muyi Bao, Yuxin Cai, Hang Xu +7Vision-Language NavigationLarge Vision Language Models

  37. Self-Improving Small Object Grounding in LVLMs

    Jun 1, 2026Tianze Yang, Yucheng Shi, Ruitong Sun +2Large Vision Language ModelsRecursive Self-Improvement

  38. On the Limits of Token Reduction for Efficient Unified Vision Language Training

    May 31, 2026Siyi Chen, Weiming Zhuang, Jingtao Li +1Large Vision Language Models

  39. An Open-Source Benchmark and Baseline for Multi-temporal Referring Segmentation

    May 31, 2026Bingyu Li, Da Zhang, Tao Huo +3Large Vision Language Models

  40. FlowOVD: Learning Generative Latent Flows for Zero-shot Open-vocabulary Detection

    May 30, 2026Yao Wei, Andrea Cavallaro, Changjae OhOpen-Vocabulary Object DetectionOpen-Vocabulary

  41. Pause and Think: A Dataset and Benchmark for Video-Grounded Assistive Action Suggestion

    May 30, 2026Shivam Singh, Saptarshi Majumder, Pratik Prabhanjan Brahma +2Large Vision Language ModelsTable Reasoning Datasets

  42. LASER: Loss-Aware Singular-value Decomposition and Rank Allocation for Efficient Low-Precision Vision-Language Models

    May 30, 2026Haiyu Wang, Yutong Wang, Leshu Li +2Large Language Model CompressionLow-Rank Factorization

  43. DeepLatent: Think with Images via Parallel Latent Visual Reasoning

    May 30, 2026Dongchen Lu, Zhimo Li, Mao Shu +1Latent Visual ReasoningLarge Vision Language Models

  44. Zamba2-VL Technical Report

    May 29, 2026Hassan Shapourian, Kasra Hejazi, Olabode M. Sule +1Large Vision Language ModelsTechnical Report

  45. Hyperbolic and Evidence-Prioritized Experts for Large Vision-Language Models

    May 29, 2026Zijie Zhou, Dandan Zhu, Hangxiangpan Wang +3Large Vision Language ModelsCross-Modal Learning

  46. Continuous Reasoning for Vision-Language-Action

    May 29, 2026Yueh-Hua Wu, Tatsuya Matsushima, Kei OtaVision-Language-Action ModelsLarge Vision Language Models

  47. SOCO: Benchmarking Semantic Object Correspondence in Vision Foundation Models

    May 29, 2026Olaf Dünkel, Basavaraj Sunagad, Haoran Wang +3Vision Foundation ModelsLarge Vision Language Models

  48. Personalize Your Large Vision-language Models With In-context Prompt Tuning

    May 29, 2026Yanshu Li, Jiaqian Li, Kuai Yu +4Large Vision Language ModelsPrompt Tuning

  49. YARD: Y-Architecture Register Decoding for Efficient Hallucination Mitigation in Large Vision-Language Models

    May 29, 2026Ting Chen, Geng Li, Guohao Chen +5Large Vision Language ModelsLarge Language Model Hallucination

  50. "Înţelegi Româneşte?'' A Recipe for Romanian Vision-Language Models

    May 29, 2026Mihai Masala, Marius Leordeanu, Mihai Dascalu +1Large Vision Language ModelsMachine Translation

  51. SpatialAct: Probing Spatial Reasoning-to-Action Capabilities of VLM Agents in 3D Scenes

    May 29, 2026Tianhui Liu, Jie Feng, Zhiheng Zheng +6Spatial ReasoningLarge Vision Language Models

  52. A Pilot Study on Curator-Guided Multilingual Art Description for Blind and Low-Vision Audiences with Small Vision-Language Models

    May 29, 2026Iosif Tsangko, Andreas Triantafyllopoulos, George Margetis +2Large Vision Language ModelsBlind Spots

  53. What Makes LVLMs Hallucinate Less? Unveiling the Architectural Factors Behind Hallucination Robustness

    May 29, 2026Yusheng He, Jizhe Zhou, Xia Du +3Large Language Model HallucinationLarge Vision Language Models

  54. Immuno-VLM: Immunizing Large Vision-Language Models via Generative Semantic Antibodies for Open-World Trustworthiness

    May 29, 2026Xiang Fang, Wanlong Fang, Wei JiLarge Vision Language ModelsOutliers

  55. Simple Token-Efficient Vision-Language Model for Case-level Pathology Synoptic Report Generation

    May 29, 2026Zhiyuan Yang, Jiahao Cheng, Vincent Quoc-Huy Trinh +1Whole-Slide ImagesMedical Vision-Language Models

  56. Diversity Matters: Revisiting Test-Time Compute in Vision-Language Models

    May 29, 2026Yijie Tong, Yifan Hou, Shaobo Cui +2Large Vision Language ModelsTest Time

  57. ReGuLaR: Relation-Grounded Latent Reasoning for Large Vision-Language Models

    May 28, 2026Zihu Wang, Karthik Somayaji N. S, Peng LiLatent Visual ReasoningLarge Vision Language Models

  58. Tiny but Trusted: Efficient Vision-Language Reasoning for Time-Series Anomaly Detection

    May 28, 2026Xiaona Zhou, Muntasir Wahed, Tianjiao Yu +2Time-Series Anomaly DetectionAnomalous Frame Detection

  59. GPIC: A Giant Permissive Image Corpus for Visual Generation

    May 28, 2026Keshigeyan Chandrasegaran, Kyle Sargent, Suchir Agarwal +6Vision DatasetsLarge-Scale Image Generation

  60. LoMo: Local Modality Substitution for Deeper Vision-Language Fusion

    May 28, 2026Feng Han, Zhixiong Zhang, Zheming Liang +2Large Vision Language ModelsCross-Modal Learning