VLM Adaptation

VLM: Vision-Language Model

Ask about this topic

Momentum

34 papers in the last four weeks, up 209% on the four weeks before. 0.3% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 395

All topics
CardsList

  1. Curvature-Guided Mixing for MLLM Adaptation

    Jun 23, 2026Jinglong Yang, Jiaxuan He, Wenjian Huang +2VLM AdaptationMultimodal Large Language Models

    Research Institute of Trustworthy Autonomous Systems and Department of Computer Science and Engineering, Southern University of Science and Technology · Department of Computer Science, City University of Hong Kong

  2. TrOCR for Medieval HTR: A Systematic Ablation Study with Cross-Dataset Validation

    Jun 23, 2026Sachin Sharma, Michele Flammini, Federico SimonettaFine-TuningVLM Adaptation

    GSSI – Gran Sasso Science Institute L’Aquila, Italy

  3. Brain-Adapter: A Dual-Stream Vision-Language MIL Framework for Comprehensive 3D CT Diagnosis of Acute Intracranial Pathologies

    Jun 22, 2026Zhenyu Yi, Zhiyun Song, Yusong Sun +6VLM Adaptation3D Medical Imaging

    School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China · Department of Computing, Imperial College London, London, UK

  4. CADRE: Stable, Parameter Efficient Adaptation of Medical Vision Language Models with Bounded Forgetting and Prior Drift

    Jun 22, 2026Amrita Singh, Rishabh JhaVLM AdaptationElastic Weight Consolidation

    Mindriser’s Consortium, Kathmandu, Nepal · University of Victoria, BC, Canada

  5. T-VSS: Test-Time Visual Subspace Steering for Adversarial Robustness of Vision-Language Models

    Jun 22, 2026Jaehyuk Jang, Minseok Seo. Seungju Cho, Kangwook Ko +1VLM RobustnessVLM Adaptation

    School of Electrical Engineering, KAIST

  6. Concept-Constrained Prompt Learning for Few-Shot CLIP Adaptation

    Jun 21, 2026Na Sang, Ding Ma, Rui Sang +1Prompt LearningVLM Adaptation

    University of California, San Diego, La Jolla, CA, USA · Georgia Institute of Technology, Atlanta, GA, USA · Independent Researcher

  7. Robot Critics that Sweat the Small Stuff

    Jun 19, 2026Sruthi Sudhakar, Junbang Liang, Sreehari Rammohan +3Robot Failure DetectionVLM Adaptation

    Columbia University · Toyota Research Institute

  8. Semi-Supervised Vision-Language-Action Model

    Jun 19, 2026Hongyang He, Jiuming Liu, Victor SanchezVLM AdaptationVision-Language-Action Models

    University of Warwick · University of Cambridge

  9. FOCA: Future-Oriented Conditioning for Data-Efficient Vision-Language-Action Adaptation

    Jun 18, 2026Duc Minh Nguyen, Nghiem Tuong Diep, Binh Gia Nguyen +20VLM AdaptationEfficient VLA Models

    VinRobotics, Vietnam · Center for AI Research, VinUniversity, Vietnam · University of Utah, USA +4

  10. Translating Inference-Time Control to Radiology Vision-Language Models: Activation Steering for Pneumonia Classification on Chest X-rays

    Jun 18, 2026Eduardo Moreno Judice de Mattos Farina, Mateus A. Esmeraldo, Felipe Akio Matsuoka +2Chest X-Ray ClassificationRadiology VLMs

    Universidade Federal de São Paulo (UNIFESP) Hospital Israelita Albert Einstein São Paulo, Brazil · Department of Radiology Stanford University School of Medicine Stanford, CA, USA · Universidade Federal de São Paulo (UNIFESP) DASA São Paulo, Brazil +2

  11. SPOT-E: Test-Time Entropy Shaping with Visual Spotlights for Frozen VLMs

    Jun 18, 2026Bo Yin, Xiaobin Hu, Chengming Xu +6VLM RobustnessVLM Adaptation

    National University of Singapore · Fudan University · Technical University of Munich +4

  12. A Unified Framework for Efficient Remote Sensing Visual Question Answering: Adapting Dual, Hybrid, and Encoder-Decoder Architectures

    Jun 17, 2026Timothy Agboada, Shikha Chandel, Yadav Raj Ghimire +1Remote Sensing Image UnderstandingVisual Question Answering

    Computational Data Science and Engineering North Carolina A&T State University Greensboro - NC, USA · College of Science and Technology North Carolina A&T State University Greensboro - NC, USA

  13. Motion-Focused Latent Action Enables Cross-Embodiment VLA Training from Human EgoVideos

    Jun 17, 2026Runze Xu, Yiluo Zhang, Jian Wang +2Latent Action LearningVLM Adaptation

    Department of Electronic Engineering, Tsinghua University · Tianfu Jiangxi Laboratory

  14. APT: Atomic Physical Transitions for Causal Video-Language Understanding

    Jun 17, 2026Shang Wu, Haoran Lu, Songling Liu +6VLM AdaptationCausal Reasoning in Videos

    Northwestern University · Dolby Laboratories

  15. Domain Generalizable Adaptation of 3D Vision-Language Models via Regularized Fine-Tuning

    Jun 16, 2026Sneha Paul, Zachary Patterson, Nizar BouguilaMultimodal RobustnessVLM Adaptation

    Concordia University, Canada

  16. Uncertainty Quantification for Flow-Based Vision-Language-Action Models

    Jun 16, 2026Ralf Römer, Maximilian Seeliger, Saida Liu +5Flow MatchingUncertainty Estimation for VLA Models

    TU Munich · ETH Zurich · TU of Munich +1

  17. Plug-and-Adapt: Multimodal Coreference Resolution at First Sight with a Pretrained Alignment Model

    Jun 16, 2026Jinghan Wu, Jing Li, Ivor W. Tsang +1Coreference ResolutionVLM Adaptation

    State Key Laboratory of Human-Machine Hybrid Augmented Intelligence, the Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University, Xi’an 710049, China · Centre for Frontier AI Research and the Institute of High-Performance Computing, Agency for Science, Technology and Research (A*STAR), Singapore 138634

  18. KeepLoRA++: Continual Learning with Layer-Scaled Residual Gradient Adaptation

    Jun 15, 2026Mao-Lin Luo, Yi-Lin Zhang, Zi-Hao Zhou +5VLM AdaptationContinual Learning for VLMs

    School of Computer Science and Engineering, Southeast University, Nanjing 210096, China, and the Key Laboratory of Computer Network and Information Integration, Southeast University, Ministry of Education, China · Huawei Noah’s Ark Lab

  19. CPS4: Class Prompt driven Semi-Supervised Spine Segmentation with Class-specific Consistency Constraint

    Jun 14, 2026Qingtao Pan, Hongzan Sun, Bing Ji +1VLM AdaptationText-Guided Image Segmentation

    School of Control Science and Engineering, Shandong University, Jinan, Shandong 250061, China · Department of Computer and Data Science, Case Western Reserve University, Cleveland, OH 44106, USA · Department of Nuclear Medicine, Shengjing Hospital of China Medical University, Shenyang, Liaoning 110004, China +1

  20. Label Shift Aware Adaptation for Online Zero-shot Learning with Contrastive Language-Image Pre-Training (CLIP)

    Jun 13, 2026Pengxiao Han, Changkun Ye, Yanshuo Wang +5Source-Free Domain AdaptationZero-Shot Learning

    Australian National University, Canberra, ACT, Australia · China North Vehicle Research Institute, Beijing, China · The Hong Kong Polytechnic University, Hong Kong SAR, China +3

  21. When Good Verifiers Go Bad: Silent Negative Transfer in Verifier-Guided VLM Training

    Jun 12, 2026Jianzhe LinVLM EvaluationVLM Adaptation

    MetaAI · Work done at Meta

  22. Dense Coordinate-List Fine-Tuning Induces a Controllable Interference Surface in Vision-Language Models

    Jun 12, 2026Chenyu Zhou, Qiliang Jiang, Boguang PanVLM AdaptationVision-Language Grounding

    School of Engineering, Institute of Science Tokyo, Japan · College of Control Science and Engineering, Zhejiang University, China · Graduate School of Information, Production and Systems, Waseda University

  23. What Drives Test-Time Adaptation for CLIP? A Controlled Empirical Study from an Update Perspective

    Jun 12, 2026Jiazhen Huang, Xiao Chen, Zhiming Liu +3VLM EvaluationTest-Time Adaptation

    Tsinghua University · Shenzhen Technology University

  24. Output-Level Regularization Eliminates the Seed Lottery in Single-GPU VLA Fine-Tuning

    Jun 11, 2026Jeffrin Sam, Dzmitry TsetserukouVLM AdaptationVision-Language-Action Models

    Skolkovo Institute of Science and Technology (Skoltech), Moscow, Russia

  25. Zero-Shot Captioning for Cultural Heritage: Automated Image Analysis of Traditional Indonesian Clothing

    Jun 11, 2026Anugrah Aidin Yotolembah, Novanto Yudistira, Gembong Edhi SetyawanRetrieval-Augmented GenerationImage Captioning

    Department of Informatics Engineering Faculty of Computer Science Brawijaya University Malang, Indonesia

  26. Multi-Label Test-Time Adaptation with Bayesian Conditional Priors

    Jun 11, 2026Qiru Li, Ao Zhou, Zhiwei Jiang +4Multi-Label ClassificationTest-Time Adaptation

    State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing 210023, China

  27. Bridging the Morphology Gap: Adapting VLA Models to Dexterous Manipulation via Intent-Conditioned Fine-Tuning

    Jun 10, 2026Chuanke Pang, Junyi Huang, Zhijun Zhao +3Contact-Rich Robotic ManipulationVLM Adaptation

    Beihang University · China Academy of Space Technology

  28. Adapting Vision-Language Models from Iconic to Inclusive for Multi-Label Recognition Without Labels

    Jun 10, 2026Cheng Chen, Jingyu Zhou, Yifan Zhao +1Multi-Label ClassificationVLM Adaptation

    State Key Laboratory of Virtual Reality Technology and Systems, SCSE & QRI, Beihang University, Beijing 100191, China.

  29. SceneMiner: Identity-Preserving Multi-Task Fine-Tuning for Unified BEV Scene Mining

    Jun 9, 2026Abdalmalek Aburaddaha, Venkatraman Narayanan, Keval Thaker +1VLM AdaptationGradient Interference

    University of Michigan-Dearborn 4901 Evergreen Rd Dearborn, MI 48128, USA

  30. Decoding Pedestrian Crossing Intention from Egocentric Vision via Vision Language Models

    Jun 8, 2026Danya Li, Xiang Su, Yan Feng +1Pedestrian Intention PredictionVLM Adaptation

    Department of Technology, Management, and Economics, Technical University of Denmark, Denmark · Department of Computer Science and Department of Agricultural Sciences, University of Helsinki, Finland · Department of Transport and Planning, Delft University of Technology, Netherlands