Large Vision Language Models

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Period ending 2026-09-21

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  1. Foveated Reasoning: Stateful, Action-based Visual Focusing for Vision-Language Models

    Apr 22, 2026Juhong Min, Lazar Valkov, Vitali Petsiuk +2Large Vision Language Models

  2. InVitroVision: a Multi-Modal AI Model for Automated Description of Embryo Development using Natural Language

    Apr 22, 2026Nicklas Neu, Thomas Ebner, Jasmin Primus +4ReproductionMultimodal Artificial Intelligence

  3. OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Model

    Apr 22, 2026Qiguang Chen, Chengyu Luan, Jiajun Wu +7Multimodal Reasoning BenchmarksLarge Vision Language Models

  4. R-CoV: Region-Aware Chain-of-Verification for Alleviating Object Hallucinations in LVLMs

    Apr 22, 2026Jiahao Xie, Alessio Tonioni, Nathalie Rauschmayr +2Large Vision Language ModelsHallucinations

  5. RSRCC: A Remote Sensing Regional Change Comprehension Benchmark Constructed via Retrieval-Augmented Best-of-N Ranking

    Apr 22, 2026Roie Kazoom, Yotam Gigi, George Leifman +2Remote SensingChange Detection

  6. Evian: Towards Explainable Visual Instruction-tuning Data Auditing

    Apr 22, 2026Zimu Jia, Mingjie Xu, Andrew Estornell +1Large Vision Language ModelsMultimodal Benchmarks

  7. SpaCeFormer: Fast Proposal-Free Open-Vocabulary 3D Instance Segmentation

    Apr 22, 2026Chris Choy, Junha Lee, Chunghyun Park +23D Semantic SegmentationSpatio-Temporal Transformers

  8. Self-supervised pretraining for an iterative image size agnostic vision transformer

    Apr 22, 2026Nedyalko Prisadnikov, Danda Pani Paudel, Yuqian Fu +1Self-Supervised Vision TransformersVision Encoders

  9. Mitigating Hallucinations in Large Vision-Language Models without Performance Degradation

    Apr 22, 2026Xingyu Zhu, Junfeng Fang, Shuo Wang +4Large Language Model HallucinationHallucination Mitigation

  10. UniCVR: From Alignment to Reranking for Unified Zero-Shot Composed Visual Retrieval

    Apr 22, 2026Haokun Wen, Xuemeng Song, Haoyu Zhang +3Composed Image RetrievalMultimodal Retrieval

  11. Cognitive Alignment At No Cost: Inducing Human Attention Biases For Interpretable Vision Transformers

    Apr 21, 2026Ethan KnightsSelf-Supervised Vision TransformersVision Transformer

  12. MMCORE: MultiModal COnnection with Representation Aligned Latent Embeddings

    Apr 21, 2026Zijie Li, Yichun Shi, Jingxiang Sun +8Visual EmbeddingsLarge Vision Language Models

  13. Rethinking Reinforcement Fine-Tuning in LVLM: Convergence, Reward Decomposition, and Generalization

    Apr 21, 2026Carter Adams, Rafael Oliveira, Gabriel Almeida +1Reinforcement Learning With Verifiable RewardReinforcement Fine-Tuning

  14. Multi-modal Reasoning with LLMs for Visual Semantic Arithmetic

    Apr 21, 2026Chuou Xu, Liya Ji, Qifeng ChenMultimodal ReasoningVisual Semantics

  15. VCE: A zero-cost hallucination mitigation method of LVLMs via visual contrastive editing

    Apr 21, 2026Yanbin Huang, Yisen Li, Guiyao Tie +6Large Vision Language ModelsHallucinations

  16. Lost in Translation: Do LVLM Judges Generalize Across Languages?

    Apr 21, 2026Md Tahmid Rahman Laskar, Mohammed Saidul Islam, Mir Tafseer Nayeem +5Multilingual BenchmarkLarge Language Model Judges

  17. If you're waiting for a sign... that might not be it! Mitigating Trust Boundary Confusion from Visual Injections on Vision-Language Agentic Systems

    Apr 21, 2026Jiamin Chang, Minhui Xue, Ruoxi Sun +3Large Vision Language ModelsVision-Language

  18. PLaMo 2.1-VL Technical Report

    Apr 21, 2026Tommi Kerola, Yuya Masuda, Takashi Masuko +5Large Vision Language ModelsTextvqa

  19. Environmental Understanding Vision-Language Model for Embodied Agent

    Apr 21, 2026Jinsik Bang, Jaeyeon Bae, Donggyu Lee +2Embodied AgentsLarge Vision Language Models

  20. Benchmarking Vision Foundation Models for Domain-Generalizable Face Anti-Spoofing

    Apr 21, 2026Mika Feng, Pierre Gallin-Martel, Koichi Ito +1Face Forgery DetectionSpoofed Speech

  21. Hierarchically Robust Zero-shot Vision-language Models

    Apr 20, 2026Junhao Dong, Yifei Zhang, Hao Zhu +2Large Vision Language Models

  22. REVEAL: Multimodal Vision-Language Alignment of Retinal Morphometry and Clinical Risks for Incident AD and Dementia Prediction

    Apr 20, 2026Seowung Leem, Lin Gu, Chenyu You +2AlzheimerVision-Language Alignment

  23. T-REN: Learning Text-Aligned Region Tokens Improves Dense Vision-Language Alignment and Scalability

    Apr 20, 2026Savya Khosla, Sethuraman T, Aryan Chadha +2Vision-Language AlignmentScalability

  24. S2H-DPO: Hardness-Aware Preference Optimization for Vision-Language Models

    Apr 20, 2026Nitish Shukla, Surgan Jandial, Arun RossVision-Language AlignmentMultiple Vision Tasks

  25. Xiaomi OneVL: One-Step Latent Reasoning and Planning with Vision-Language Explanation

    Apr 20, 2026Jinghui Lu, Jiayi Guan, Zhijian Huang +47Efficient Latent ReasoningVision-Language

  26. XEmbodied: A Foundation Model with Enhanced Geometric and Physical Cues for Large-Scale Embodied Environments

    Apr 20, 2026Kangan Qian, ChuChu Xie, Yang Zhong +13EmbodiedLarge Vision Language Models

  27. ESsEN: Training Compact Discriminative Vision-Language Transformers in a Low-Resource Setting

    Apr 20, 2026Clayton Fields, Casey KenningtonLarge Vision Language ModelsVision-Language

  28. EAST: Early Action Prediction Sampling Strategy with Token Masking

    Apr 20, 2026Iva Sović, Ivan Martinović, Marin OršićVision Encoders

  29. Multilingual Training and Evaluation Resources for Vision-Language Models

    Apr 20, 2026Daniela Baiamonte, Elena Fano, Matteo Gabburo +3Vision-LanguageInter-Rater Variability

  30. Mitigating Multimodal Hallucination via Phase-wise Self-reward

    Apr 20, 2026Yu Zhang, Chuyang Sun, Kehai Chen +3Large Language Model HallucinationHallucinations

  31. From Heads to Neurons: Causal Attribution and Steering in Multi-Task Vision-Language Models

    Apr 20, 2026Qidong Wang, Junjie Hu, Ming JiangLarge Vision Language ModelsSteering

  32. ReFineVLA: Multimodal Reasoning-Aware Generalist Robotic Policies via Teacher-Guided Fine-Tuning

    Apr 20, 2026Tuan Van Vo, Tan Q. Nguyen, Khang Nguyen +5Multimodal ReasoningVision-Language

  33. When Vision-Language Models Judge Without Seeing: Exposing Informativeness Bias

    Apr 20, 2026Xiaohan Zou, Roshan Sridhar, Mohammadtaher Safarzadeh +1Large Vision Language ModelsVision-Language

  34. Source-Free Domain Adaptation with Vision-Language Prior

    Apr 20, 2026Song Tang, Yunxiang Bai, Wenxin Su +3Vision-Language Model AdaptationDomain Adaptation

  35. BioVLM: Routing Prompts, Not Parameters, for Cross-Modality Generalization in Biomedical VLMs

    Apr 19, 2026Mainak Singha, Tanisha Gupta, Ankit Jha +3Cross-ModalityPoint-Vlms

  36. PBSBench: A Multi-Level Vision-Language Framework and Benchmark for Hematopathology Whole Slide Image Interpretation

    Apr 19, 2026Yuanlong Wang, Weichi Chen, Adrian Rajab +4Computational PathologyWhole-Slide Images

  37. Waking Up Blind: Cold-Start Optimization of Supervision-Free Agentic Trajectories for Grounded Visual Perception

    Apr 19, 2026Ashutosh Bajpai, Tamal Majumder, Akshay Nambi +1Explicit Visual GroundingMultimodal Agents

  38. Dual-Anchoring: Addressing State Drift in Vision-Language Navigation

    Apr 19, 2026Kangyi Wu, Pengna Li, Kailin Lyu +5Vision-Language NavigationLarge Vision Language Models

  39. Towards Joint Quantization and Token Pruning of Vision-Language Models

    Apr 19, 2026Xinqing Li, Xin He, Xindong Zhang +3Visual Token PruningLarge Language Model Quantization

  40. When Background Matters: Breaking Medical Vision Language Models by Transferable Attack

    Apr 19, 2026Akash Ghosh, Subhadip Baidya, Sriparna Saha +1Medical Vision-Language ModelsLarge Vision Language Models

  41. LLaTiSA: Towards Difficulty-Stratified Time Series Reasoning from Visual Perception to Semantics

    Apr 19, 2026Yueyang Ding, HaoPeng Zhang, Rui Dai +4Large Vision Language ModelsTime Series

  42. PestVL-Net: Enabling Multimodal Pest Learning via Fine-grained Vision-Language Interaction

    Apr 19, 2026Xueheng Li, Tao Hu, Ke Cao +5Agricultural LandscapesLarge Vision Language Models

  43. GaLa: Hypergraph-Guided Visual Language Models for Procedural Planning

    Apr 19, 2026Kun Wang, Yiming Li, Mingcheng Qu +3Vision-LanguageDeep Semantic Representations

  44. DREAM: Dynamic Retinal Enhancement with Adaptive Multi-modal Fusion for Expert Precision Medical Report Generation

    Apr 19, 2026Nagur Shareef Shaik, Teja Krishna Cherukuri, Dong Hye YeRetinal ImagingMedical Report Generation

  45. ScenarioControl: Vision-Language Controllable Vectorized Latent Scenario Generation

    Apr 18, 2026Lili Gao, Yanbo Xu, William Koch +8Scenario GenerationLarge Vision Language Models

  46. SIF: Semantically In-Distribution Fingerprints for Large Vision-Language Models

    Apr 18, 2026Yifei Zhao, Qian Lou, Mengxin ZhengLarge Vision Language ModelsFingerprint

  47. Rule-VLN: Bridging Perception and Compliance via Semantic Reasoning and Geometric Rectification

    Apr 18, 2026Jiawen Wen, Penglei Sun, Wenjie Zhang +4Vision-Language NavigationNavigation

  48. Frozen Vision Transformers for Dense Prediction on Small Datasets: A Case Study in Arrow Localization

    Apr 18, 2026Maxwell ShepherdDense PredictionFrozen Vision-Language Models

  49. Rewind-IL: Online Failure Detection and State Respawning for Imitation Learning

    Apr 17, 2026Gehan Zheng, Sanjay Seenivasan, Matthew Johnson-Roberson +1Imitation LearningVisuomotor Control

  50. Do Vision-Language Models Truly Perform Vision Reasoning? A Rigorous Study of the Modality Gap

    Apr 17, 2026Yige Xu, Yongjie Wang, Zizhuo Wu +3Large Vision Language ModelsMultimodal Reasoning

  51. Where Do Vision-Language Models Fail? World Scale Analysis for Image Geolocalization

    Apr 17, 2026Siddhant Bharadwaj, Ashish Vashist, Fahimul Aleem +1Image GeolocalizationLarge Vision Language Models

  52. MARCH: Multi-Agent Radiology Clinical Hierarchy for CT Report Generation

    Apr 17, 2026Yi Lin, Yihao Ding, Yonghui Wu +1Radiology Report GenerationMedical Vision-Language Models

  53. Mind's Eye: A Benchmark of Visual Abstraction, Transformation and Composition for Multimodal LLMs

    Apr 17, 2026Rohit Sinha, Aditya Kanade, Sai Srinivas Kancheti +2Spatial ReasoningVision-Language

  54. AstroVLM: Expert Multi-agent Collaborative Reasoning for Astronomical Imaging Quality Diagnosis

    Apr 17, 2026Yaohui Han, Tianshuo Wang, Zixi Zhao +6Vision-LanguageMulti-Agent Reasoning

  55. S-GRPO: Unified Post-Training for Large Vision-Language Models

    Apr 17, 2026Yuming Yan, Kai Tang, Sihong Chen +4Vision-Language Model AdaptationLarge Vision Language Models

  56. M3DocDep: Multi-modal, Multi-page, Multi-document Dependency Chunking with Large Vision-Language Models

    Apr 17, 2026Joongmin Shin, Jeongbae Park, Jaehyung Seo +1Multimodal DocumentsChunk

  57. HyCal: A Training-Free Prototype Calibration Method for Cross-Discipline Few-Shot Class-Incremental Learning

    Apr 17, 2026Eunju Lee, MiHyeon Kim, JuneHyoung Kwon +4Domain Incremental LearningFew-Shot Learning

  58. HyperGVL: Benchmarking and Improving Large Vision-Language Models in Hypergraph Understanding and Reasoning

    Apr 17, 2026Yanbin Wei, Chun Kang, Siwei Li +11HypergraphsLarge Vision Language Models

  59. Ragged Paged Attention: A High-Performance and Flexible LLM Inference Kernel for TPU

    Apr 16, 2026Jevin Jiang, Ying Chen, Blake A. Hechtman +2LLM Inference EfficiencyAccelerator

  60. How Do LLMs and VLMs Understand Viewpoint Rotation Without Vision? An Interpretability Study

    Apr 16, 2026Zhen Yang, Ping Jian, Zhongbin Guo +5Vision-LanguageModel Interpretability