Large Vision-Language Models

Also known as LVLM

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30 papers in the last four weeks, up 50% on the four weeks before. 0.3% of all new papers.

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  1. Semantic Capability Acquisition and Specialization During Vision-Language Model Fine-Tuning

    Oct 5, 2026Suguru Onda, Matthew Bailey, Ryan FarrellVision-Language ModelsVLM Adaptation

    Brigham Young University · Carnegie Mellon University

  2. What Words Keep of a Place: Zero-Shot Language Reasoning for Cross-View Geo-Localization

    Oct 5, 2026Ayesh Abu Lehyeh, Jay Hwasung Jung, Safwan WshahCross-View Geo-LocalizationLarge Vision-Language Models

    Department of Computer Science, University of Vermont

  3. Fitting Vision Adapters at Frontier Scales

    Oct 5, 2026Jaehoon Lee, Harry Partridge, Mudith Jayasekara +3Vision-Language ModelsVLM Adaptation

    Base Labs

  4. IRSTD-Agent: Agentic Infrared Small Target Detection via Zoom-Guided Interaction Learning

    Oct 4, 2026Jiawen Xi, Yu Zhang, Tianyi Zhao +3Tool Use in VLMsInfrared Small Target Detection

    Beihang University · Dalian University of Technology

  5. MoLE: Mixture of Latent Experts for Complementary Visual Reasoning

    Oct 1, 2026Yingcheng Liu, Tianyi Jiang, Yujuan Ding +5Large Vision-Language ModelsLatent Visual Reasoning

    Tongji University, China · Hong Kong Polytechnic University, Hong Kong · Alibaba Group, China +1

  6. VETO: Video Efficient Token Optimization for Vision Language Models

    Oct 1, 2026Gueter Josmy Faure, Hao Ping Wang, Min-Hung Chen +1Efficient VLM InferenceLarge Vision-Language Models

    National Taiwan University · NVIDIA

  7. Architectural Sampling: Test-Time Scaling via Computational Diversity in Frozen Vision-Language Models

    Oct 1, 2026Akshit Singh, Shyam Marjit, Wei Lin +2Test-Time Scaling for VLMsLarge Vision-Language Models

    Dartmouth College · IISc Bangalore · Xero

  8. Mitigating Object Hallucination in Large Vision-Language Models via False Discovery Controlled Visual Data Splitting

    Sep 30, 2026Chang Liu, Yu Tian, Rui XieFDR ControlLarge Vision-Language Models

    School of Data, Mathematical, and Statistical Sciences Institute of Artificial Intelligence University of Central Florida

  9. SpatialCORE: Confidence-Aware Grounded Spatial Reasoning in Large Vision--Language Models

    Sep 30, 2026Rafi Ibn Sultan, Xiangyu Zhou, Md. Sajid Alam Chowdhury +4Visual Spatial ReasoningLarge Vision-Language Models

    Department of Computer Science, Wayne State University · Department of Radiation Oncology, Henry Ford Health · Department of Electrical and Computer Engineering, The Ohio State University +1

  10. LoopVL: Recurrent Visual Intelligence

    Sep 29, 2026Zhe Qian, Ziyang Gong, Zhongxing Xu +9Vision-Language ModelsLarge Vision-Language Models

    Gaoling School of Artificial Intelligence, Renmin University of China · Baidu · Shanghai Jiao Tong University +5

  11. Selective Channel Restoration for Backdoored Vision-Language Models

    Sep 29, 2026Shuming Liu, Zhifang Zhang, Suqin Yuan +3VLM RobustnessLarge Vision-Language Models

    Southeast University · The University of Queensland · University of Sydney +1

  12. 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

  13. Tracing the Evidence: Faithful Token Attribution Through Vision-Language Reasoning

    Sep 29, 2026Bowen Yuan, Danny Wang, Ruihong Qiu +2Large Vision-Language ModelsVLM Interpretability

    The University of Queensland

  14. TReVS: Integrating Textual Relevance and Visual Saliency for Efficient Vision-Language Model Token Pruning

    Sep 29, 2026Jing Wang, Zhiping Wu, Dongdong Ren +3Efficient VLM InferenceLarge Vision-Language Models

    School of Intelligence Science and Technology, Nanjing University · School of Electronic Science and Engineering, Nanjing University · Geely Automobile Research Institute (Ningbo) Co., Ltd., 315000 +1

  15. Beyond Attention Imbalance: Mitigating Hallucinations via Spectral Surgery

    Sep 29, 2026Siqi Lu, Suo Wei, Yongbin Zheng +3Vision-Language ModelsEfficient VLM Inference

    College of Intelligence Science and Technology, National University of Defense Technology, China · School of Computer Science, Northwestern Polytechnical University, China · Ningbo Institute, Northwestern Polytechnical University, China +1

  16. DARE to Mitigate Hallucination: Dual-path Auto-Regressive-aware Editing

    Sep 29, 2026Jae-Ho Lee, Jeong-Eun Lee, Gyeong-Moon ParkVision-Language ModelsLarge Vision-Language Models

    Korea University, Seoul, Republic of Korea

  17. Hard Vision, Easy Vision: What GPT-6 Astra Reveals Across Computer Vision

    Sep 28, 2026Hanoona Rasheed, Mohammed Irfan Kurpath, Bin Ren +3Vision Foundation ModelsLarge Vision-Language Models

    Mohamed bin Zayed University of Artificial Intelligence · Apertix

  18. Beyond Selection: Token Parameterization for Extreme Visual Token Compression

    Sep 28, 2026Rui Zhong, Yu Li, Zheyu Yan +1Efficient VLM InferenceLarge Vision-Language Models

    Zhejiang University

  19. ReSight-SMC: Two-Stage Power Sampling via Island SMC with Visual Scouts

    Sep 28, 2026Yaowen Zhang, Xiangyu Qiu, Junyi Hu +5Markov Chain Monte CarloLarge Vision-Language Models

    Independent Researcher · University of Electronic Science and Technology of China · Tsinghua University

  20. Beyond Reconstruction Loss in Post-Training Quantization: Balanced Fitting for Large Vision-Language Models

    Sep 28, 2026Minchan Kang, Kyeonghye Park, Seungyeon Sa +3VLM QuantizationLarge Vision-Language Models

    Korea Advanced Institute of Science and Technology (KAIST) · Hanbat National University

  21. Long Time No See: Benchmarking VLMs for Out-of-Sight Spatiotemporal Reasoning in Egocentric Videos

    Sep 28, 2026Fangzhou Ma, Ivo Alexander Ban, Eren Homburg +5Temporal Video GroundingVisual Spatial Reasoning

    ETH Zurich · Microsoft Spatial AI Lab · Bocconi University

  22. Rethinking Latent Visual Reasoning: Grounding Latent Reasoning in Visual Evidence

    Sep 28, 2026Xi Xiao, Tianchen Zhao, Youngeun Kim +10Large Vision-Language ModelsLatent Visual Reasoning

    University of Alabama at Birmingham · Amazon AGI · Work done during an internship at Amazon AGI.

  23. ACPruner: Visual Token Pruning as Biased Attention Coverage Maximization in LVLMs

    Sep 28, 2026Xu Li, Yuxuan Liang, Yi Zheng +6Efficient VLM InferenceLarge Vision-Language Models

    College of Computer Science and Artificial Intelligence Fudan University, Shanghai, China

  24. Distilling Visual Reasoning into Text Space

    Sep 28, 2026Wenhan Yang, Nilay Naharas, Ali Payani +1CoT DistillationVLM Distillation

    University of California, Los Angeles · Cisco Research

  25. MaLiang-Harness: A Programmable Path to Image and Video Generation

    Sep 28, 2026Haoyu Zhao, Zihao Zhang, Xudong Wang +4Image GenerationLarge Vision-Language Models

    National University of Singapore · Fudan University · Tencent

  26. Fewer Tokens, More Self-Teaching: On-Policy Self-Distillation for Extreme Visual Token Reduction

    Sep 26, 2026Junxian Li, Ruixuan Yang, Tianao Zhang +3Efficient VLM InferenceVLM Distillation

    Shanghai Jiao Tong University · Xi’an Jiaotong University · University of Cambridge +1

  27. RGSQ: Riemannian Geometry-Sensitive Quantization for Large Vision-Language Models

    Sep 21, 2026Zhiping Wu, Dongdong Ren, Yangchengyu Zhou +4VLM QuantizationLarge Vision-Language Models

    State Key Laboratory for Novel Software Technology and the School of Intelligence Science and Technology, Nanjing University, Suzhou Campus, Suzhou 215163, China

  28. VPRune: Efficient Training-free Pre-LLM Visual Token Pruning

    Sep 21, 2026Guangchuan Lv, Dianxing Shi, Dingjie FuEfficient VLM InferenceLarge Vision-Language Models

    Northeastern University · Beihang University · Huazhong University of Science and Technology

  29. Region-Level Policy Optimization for Fine-grained MLLM Perception

    Sep 17, 2026Yuheng Shi, Xiaohuan Pei, Minjing Dong +1Efficient VLM InferenceLarge Vision-Language Models

    University of Sydney · City University of Hong Kong

  30. IMFD: End-to-end Multi-Face Forgery Detection through Instruction-based Large Vision-Language Models

    Sep 17, 2026Dasom Choi, Sangjun Moon, Hyeongchan Im +5Image Forgery DetectionLarge Vision-Language Models

    Chungnam National University · Institute of Science Tokyo · Nara Institute of Science and Technology (NAIST)

  31. MUSE: Benchmarking Large Vision-Language Models on Multi-Modal Understanding in Situated Education

    Sep 16, 2026Luyao Zhu, Xun Wei Yee, Wei Li +2VLM EvaluationLarge Vision-Language Models

    AI Singapore, National University of Singapore, Singapore · Institute of Advanced Intelligence and Computing, A*STAR · School of Computing, National University of Singapore, Singapore

  32. ViD: Vision-Dominant Gender Bias Mitigation for Large Vision-Language Models

    Sep 15, 2026Zhipeng Zhao, Zhaoqiang Wei, Peishun Liu +2Vision-Language ModelsLarge Vision-Language Models

    Ocean University of China

  33. Beyond One-Size-Fits-All: Sample-Adaptive Strategy Routing for Vision Token Pruning in MLLMs

    Sep 9, 2026Haiji Liang, Pengfei Zhou, Zhenglin Wan +3Efficient VLM InferenceLarge Vision-Language Models

    National University of Singapore · InfRec, Cardinal AI Lab · The Hong Kong University of Science and Technology

  34. SafeRI: Recognition and Intervention for Token-Level Safety Intervention in Large Vision Language Models

    Sep 3, 2026Caoyuan Ma, Tian Gu, Wenpu Liu +11Vision-Language ModelsLarge Vision-Language Models

    The University of Tokyo · Wuhan University · Shanghai AI Laboratory +4

  35. Detecting Object Hallucinations in Large Vision-Language Models via Cross-Modal Attention Drifts and Mask-Based Verification

    Sep 2, 2026Xuanbing Wen, Boxu Chen, Le Yang +4Hallucination Detection in VLMsHallucination Detection

    Xi’an Jiaotong University, Xi’an 710049, China · Zhongguancun Laboratory, Beijing 100194, China

  36. Closing Cost-Quality Gap in Document VLMs: Difficulty-Aware Data Curation and Quality-Adjusted Deployment Economics

    Sep 1, 2026Maksim Evdokimov, Matvey Ivanov, Dmitrii Tsiupin +3Training Data CurationDocument Information Extraction

    T-Tech

  37. IntroConformal: Conformal Factuality Guarantees for Large Vision-Language Models via Introspective Signals

    Sep 1, 2026Md. Atabuzzaman, Christian Alexander, Chris ThomasVLM EvaluationLarge Vision-Language Models

    Department of Computer Science Virginia Tech

  38. The Visual Insensitivity Gap: Diagnosing When Vision-Language Models Fail to Use Visual Evidence

    Sep 1, 2026Genpei ZhangVLM EvaluationLarge Vision-Language Models

    University of Wisconsin–Madison

  39. Beyond Blind Compliance: Benchmarking Task Verification in OCR Reasoning

    Aug 31, 2026Yue Zhou, Yuan Wu, Yi ChangVLM EvaluationLarge Vision-Language Models

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

  40. VisER: Visual Evidence and Reliance for Object Hallucination Detection in LVLMs

    Aug 31, 2026Afsaneh Hasanebrahimi, Hanxun Huang, Christopher Leckie +1Hallucination Detection in VLMsVLM Hallucination

    School of Computing and Information Systems The University of Melbourne Melbourne, Australia

  41. Centering before Pruning: Lightweight Geometry Correction for Diversity-Based Visual Token Pruning in LVLMs

    Aug 31, 2026Shunjie Wen, Jaeyeon Lee, Dong-Wan ChoiEfficient VLM InferenceLarge Vision-Language Models

    Inha University

  42. Partition-Aware Unlearning for Removing Spurious Correlations in Large Vision-Language Models

    Aug 30, 2026Aditi Sarker, Nazreen Shah, Rafi Ibn Sultan +3VLM EvaluationVLM Unlearning

    Department of Computer Science, Wayne State University, MI, USA · Department of Electronics & Communications Engineering, IIIT Delhi, India · Institute for AI and Data Science (AIDaS), Wayne State University, MI, USA

  43. RIDGE: Region-Informed Derivative-Guided Evidence Selection for Long Video Understanding

    Aug 30, 2026Shanqing Xu, Meng Luo, Mengchen Qian +7Large Vision-Language ModelsLong-Video Understanding

    Huazhong University of Science and Technology · National University of Singapore · Fudan University

  44. Hallucination Mitigation for Large Vision-Language Models via Implicit Feature Stabilization

    Aug 30, 2026Aditi Sarker, Rafi Ibn Sultan, Hui Zhu +2VLM RobustnessVision-Language Models

    Department of Computer Science, Wayne State University, MI, USA · Institute for AI and Data Science (AIDaS), Wayne State University, MI, USA

  45. Multi-Image Visual Token Pruning in Large Visual Language Models

    Aug 27, 2026Rongyang Zhang, Chengqiang Lu, Cong Li +9Efficient VLM InferenceLarge Vision-Language Models

    State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China · Xiaohongshu Inc.

  46. When Seeing Is Not Enough: Benchmarking Interactive Visual Grounding in LVLMs

    Aug 25, 2026Zhengxiang Wang, Owen RambowVLM EvaluationLarge Vision-Language Models

    Department of Linguistics & IACS Stony Brook University

  47. LookBack: Where and How to Score LVLM Responses via Visual Reference Usage

    Aug 12, 2026Beomsik Cho, Jinhyeong Kim, Dongseok Lee +1VLM EvaluationHallucination Detection in VLMs

    Yonsei University

  48. Test-Time Hallucination Control in Large Vision-Language Models

    Aug 11, 2026Mehran Tamjidi, Hamidreza Dastmalchi, Ali Cheraghian +3Test-Time Adaptation of VLMsLarge Vision-Language Models

    University of Technology Sydney · York University, Canada · Australian National University +2

  49. Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences

    Aug 11, 2026Martina Ianaro, Guilherme Fernandes, Maurizio Gabbrielli +1VLM EvaluationVision-Language Models

    University of Bologna Bologna, Italy · NOVA School of Science and Technology NOVA Laboratory for Computer Science and Informatics Lisbon, Portugal

  50. Where To Look? : Causal Tracing of Vision Encoders in VLM

    Aug 11, 2026Naren Kumar S, Tirth Bhatt, Mayank SinghLarge Vision-Language ModelsVLM Interpretability

    LINGO Research Group, Indian Institute of Technology Gandhinagar, India

  51. When Vision Becomes Text: Visual Token Pruning via Cross-Modal Residual Guidance in VLMs

    Aug 11, 2026Congyang Ou, Ruike Song, Yang Zhou +3Efficient VLM InferenceLarge Vision-Language Models

    Northwestern Polytechnical University · Chongqing University · MiLM Plus, Xiaomi Inc.

  52. Perception Before Supervision: Self-Contained Visual Distillation from Counterfactual Blind Spots

    Aug 10, 2026Shravan Venkatraman, Omkar Thawakar, Ritesh Thawkar +2VLM DistillationLarge Vision-Language Models

    1Mohamed bin Zayed University of Artificial Intelligence · 2Aalto University

  53. Beyond Global Editing: Per-Instance Disentangled Subspaces for Training-Free Hallucination Mitigation in LVLMs

    Aug 10, 2026Ali Cheraghian, Hamidreza Dastmalchi, Hamed Barzamini +4Large Vision-Language ModelsModel Editing

    Macquarie University, Australia · Australian National University, Australia · York University, Canada +4

  54. Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence

    Aug 8, 2026Ling Lin, Yang Bai, Congcong Zhu +6Visual Spatial ReasoningInference-Time Search

    School of Artificial Intelligence and Data Science, University of Science and Technology of China, Hefei 230000, China · Suzhou Institute for Advanced Research, USTC, Suzhou 215123, China · Institute of Advanced Intelligence and Computing (IAIC), Agency for Science, Technology and Research (A*STAR), Singapore +4

  55. Same Attention, Different Truths: Put Logit-Lens over Visual Attention to Detect and Mitigate LVLM Object Hallucination

    Aug 7, 2026Zichuan Wang, Songlin Yang, Bo Peng +4Hallucination Detection in VLMsVision-Language Models

    School of Artificial Intelligence, University of Chinese Academy of Sciences · 3Hong Kong University of Science and Technology · 2New Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Science

  56. RoRA: Role-Oriented Regional Allocation for Visual Token Pruning in MLLMs

    Aug 7, 2026Qiyanhui Lu, Han Wu, Rongjian Xu +6Efficient VLM InferenceLarge Vision-Language Models

    City University of Hong Kong · Peking University · Huawei Technologies +1

  57. TruthLens: Object Hallucination Detection via Self-Evaluating Truthfulness Scores in LVLMs

    Aug 6, 2026Yanqi Wu, Runhe Lai, Xinhua Lu +5VLM EvaluationHallucination Detection in VLMs

    School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China · Peng Cheng Laboratory, Shenzhen, China · Key Laboratory of Machine Intelligence and Advanced Computing, MOE, Guangzhou, China +2

  58. When and Where to Look: Adaptive Visual Evidence Scheduling for Efficient Long Video Understanding

    Aug 4, 2026Ke Li, Jiayu Chen, Maoliang Li +5Efficient VLM InferenceLarge Vision-Language Models

    School of Electronics Engineering and Computer Science, Peking University · School of Computer Science, Peking University

  59. UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space

    Aug 4, 2026Amir Mohammad Ezzati, Kiyan Rezaee, Bardiya Kariminia +4Hallucination Detection in VLMsVision-Language Models

    Sharif University of Technology · Michigan State University · Shahid Beheshti University +2

  60. OliveGemma: A 3 Billion Visual Language Model for Recognising the Mediterranean & European Diet

    Aug 4, 2026Dimitrios I. Zaridis, Traianos Tsiokris, Vasileios C. Pezoulas +6Large Vision-Language ModelsFine-Grained Image Classification

    Unit of Medical Technology & Intelligent Information Systems University of Ioannina Ioannina, Greece · Department of Medical Physics, School of Medicine University of Patras Patras, Greece · Computational BioMedicine Laboratory Foundation for Research and Technology Hellas Heraklion, Greece +2