Pre-Trained Vision-Language Models

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Recent Vision-Language ModelsVision-Language ReasoningContrastive Language-Image Pre-TrainingVision-Language Model ReasoningVision-Language Alignment

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Period ending 2026-09-14

2 new papers

A weekly snapshot of new work published in Pre-Trained Vision-Language Models.

Period ending 2026-09-07

2 new papers

A weekly snapshot of new work published in Pre-Trained Vision-Language Models.

88 papers

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  1. TecoPrompt: Temporal-Conservative Prompt Learning for Vision-Language Models

    Sep 15, 2026Zeyi Shao, Haowen Hua, Jiaxin Zhang +3Pre-Trained Vision-Language Models

  2. Efficient Quantization-Aware Distillation with Cross-Modal Alignment for Edge Vision-Language Models

    Sep 15, 2026Jinwoo Jeon, GyuYeop Do, Yubin Lim +4Pre-Trained Vision-Language ModelsCross-Modal Knowledge Distillation

  3. NCP-ArchPreview Technical Report: Moving towards Latent Space Language Models through Next Concept Prediction

    Sep 11, 2026NCP Team, Jiaqi Cao, Chiyu Chen +25Autoregressive Token PredictionPre-Trained Vision-Language Models

  4. Isotropic Embedding Perturbations for Robust Vision Language Encoders

    Sep 9, 2026Hyesong Choi, Daeun Kim, Song Park +5Pre-Trained Vision-Language ModelsData Augmentation

  5. FoldingAgent: Inferring Parametric Origami Procedures from Demonstration Videos

    Aug 31, 2026Maya Moriya, Sigal Raab, Yael Vinker +1FoldingAgentic Video Generation

  6. Learning from Multimodal Pseudo-Labels for Robust Open-Vocabulary Instance and Panoptic Segmentation

    Aug 12, 2026Duy Tran Thanh, Yeejin Lee, Byeongkeun KangPanoptic SegmentationOpen-Vocabulary

  7. SignLlama: Enhancing Gloss-free Sign Language Translation by Prioritizing Visual Features for LLMs

    Aug 10, 2026Shiwei Gan, Xiao Liu, Yafeng Yin +5Sign Language TranslationPre-Trained Vision-Language Models

  8. ZOMP: Zeroth-Order Multi-Modal Prompt Tuning for Vision-Language Models

    Aug 8, 2026Sajjad Ghiasvand, Yifan Yang, Mahnoosh Alizadeh +1Pre-Trained Vision-Language ModelsMultimodal Instruction Tuning

  9. Towards Physics of Multimodal Pretraining: Knowledge Flow, Modality Synergy, Early Unification, and Recipes

    Aug 5, 2026Junlin Han, Shengbang Tong, David Fan +4Multimodal PretrainingPre-Trained Vision-Language Models

  10. Logic Before Language: Pre-pretraining on Formal Derivations Fosters Skill Acquisition and Compressibility

    Aug 4, 2026Jo-Ku Cheng, Nikolaos Aletras, Marco ValentinoLarge Language Model Post-TrainingModel Pretraining

  11. Test-Time Adaptation via Dual Distillation for Videos Under Severe Distribution Shifts

    Jul 27, 2026André Sacilotti, Samuel Felipe dos Santos, Jurandy AlmeidaTest-Time AdaptationVision-Language Model Adaptation

  12. Scaling Native Multimodal Pre-Training From Scratch

    Jul 24, 2026Haoyuan Wu, Aoqi Wu, Hai Wang +3Multimodal PretrainingPre-Trained Vision-Language Models

  13. Mitigating Modality and Language-Style Gaps for Zero-Shot Video Moment Retrieval

    Jul 21, 2026Jihyun Lee, Cheol-Ho Cho, Woojin Jun +2Multimodal RetrievalPre-Trained Vision-Language Models

  14. Miles: Metric Learning with Expandable Subspace for Pre-Trained Model-Based Class-Incremental Learning

    Jul 20, 2026Kai Jiang, Zisong Lin, Hongyuan Zhang +2Clip-Based Class-Incremental LearningModel Pretraining

  15. U-shaped Multi-granularity Learning for Vision-Language Models

    Jul 16, 2026Biao Chen, Yunqian Yu, Xiangxu Zhao +3Pre-Trained Vision-Language Models

  16. Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models

    Jul 15, 2026Jing-Xiao Liao, Tianwei Zhang, Yu-Hao Jiang +3Pre-Trained Vision-Language ModelsSelf-Attention Mechanism

  17. Self-Supervised Visual Representation Learning: Pretrain-Finetuning or Joint Training?

    Jul 14, 2026Nusrat Munia, Tyler Ward, Nishat Nayla +2Self-Supervised LearningSelf-Supervised Representations

  18. Scalable Visual Pretraining for Language Intelligence

    Jul 10, 2026Yiming Zhang, Zhonghan Zhao, Wenwei Zhang +13Pre-Trained Vision-Language ModelsWireless Foundation Models

  19. Structured-Condensed Prompt Tuning in Vision-Language Models for Fine-grained Image Recognition

    Jul 7, 2026Xinda Liu, Qinyu Zhang, Weiqing Min +2Fine-Grained PerceptionPre-Trained Vision-Language Models

  20. SAMPLe: SAM-based Optimizer for Prompt Learning in VLMs

    Jul 7, 2026Hossein Rajoli, Fatemeh Lotfi, Niloufar Alipour Talemi +3Pre-Trained Vision-Language ModelsSharpness-Aware Minimization

  21. InternVLA-A1.5: Unifying Understanding, Latent Foresight, and Action for Compositional Generalization

    Jul 6, 2026Haoxiang Ma, Junhao Cai, Xiaoxu Xu +26Action GenerationForesight

  22. Learning to Move Before Learning to Do: Task-Agnostic pretraining for VLAs

    Jul 2, 2026Junhao Shi, Siyin Wang, Xiaopeng Yu +3Vision-Language-ActionPre-Trained Vision-Language Models

  23. SpaceEra++: A Unified Framework Towards 3D Spatial Reasoning in Video

    Jul 2, 2026Weili Guan, Haoyu Zhang, Meng Liu +33D Spatial ReasoningSpatial Reasoning

  24. VLAFlow: A Unified Training Framework for Vision-Language-Action Models via Co-training and Future Latent Alignment

    Jul 2, 2026Guoyang Xia, Fengfa Li, Hongjin Ji +4Diffusion-Based Vision-Language-ActionsVision-Language-Action

  25. LeVLJEPA: End-to-End Vision-Language Pretraining Without Negatives

    Jul 1, 2026Lukas Kuhn, Giuseppe Serra, Randall Balestriero +1Pre-Trained Vision-Language ModelsContrastive Language-Image Pre-Training

  26. Rosetta: Composable Native Multimodal Pretraining

    Jul 1, 2026Xiangyue Liu, Zijian Zhang, Miles Yang +3Multimodal PretrainingPre-Trained Vision-Language Models

  27. The Label Imitation Game: Turing Test Network for Zero-Shot Pseudo-Label Pruning

    Jun 29, 2026Brent A. Griffin, Jason J. CorsoPseudo-LabelingPre-Trained Vision-Language Models

  28. SonoCLIP: Mask-Guided Region-Aware Vision-Language Pretraining for Fetal Ultrasound Analysis

    Jun 28, 2026Hang Su, Chao Sun, Zhaofan Li +3Prenatal UltrasoundPre-Trained Vision-Language Models

  29. LA4VLA: Learning to Act without Seeing via Language-Action Pretraining

    Jun 25, 2026Tao Lin, Yuxin Du, Yiran Mao +13Vision-Language-ActionPre-Trained Vision-Language Models

  30. Learning Action Priors for Cross-embodiment Robot Manipulation

    Jun 24, 2026Dong Jing, Tianqi Zhang, Jiaqi Liu +5Cross-Embodiment GeneralizationPre-Trained Vision-Language Models

  31. FORCE: Efficient VLA Reinforcement Fine-Tuning via Value-Calibrated Warm-up and Self-Distillation

    Jun 24, 2026Shuyi Zhang, Yunfan Lou, Hongyang Cheng +8Diffusion-Based Vision-Language-ActionsReinforcement Fine-Tuning

  32. Matching Tasks to Objectives: Fine-Tuning and Prompt-Tuning Strategies for Encoder-Decoder Pre-trained Language Models

    Jun 23, 2026Ahmad Pouramini, Hesham FailiSoft Prompt TuningModel Pretraining

  33. Spectral Evolution-Guided Token Pruning in Multimodal Large Language Models

    Jun 23, 2026Bin Chen, Yuxiang Cai, Yadan Luo +3Visual Token PruningLarge Multimodal Models

  34. Data Selection Through Iterative Self-Filtering for Vision-Language Settings

    Jun 22, 2026Andrei Liviu Nicolicioiu, Sarvjeet Singh Ghotra, Morgane M. Moss +1Pre-Trained Vision-Language ModelsContrastive Language-Image Pre-Training

  35. Black-Box Continual Learning for Vision-Language Models

    Jun 22, 2026Yuting Li, Weihang Fang, Haoyuan Gao +4Efficient Continual LearningPre-Trained Vision-Language Models

  36. LEViL: Label-Efficient Video Learning via Zero-Shot Distillation over VLM-Generated Pseudo-Label Spaces

    Jun 19, 2026Aslı ÇelikPre-Trained Vision-Language ModelsPseudo-Labeling

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

    Jun 17, 2026Runze Xu, Yiluo Zhang, Jian Wang +2Latent ActionsRecent Vision-Language-Action

  38. ACE-Ego-0: Unifying Egocentric Human and Robotic Data for VLA Pretraining

    Jun 15, 2026Hao Li, Ganlong Zhao, Yufei Liu +8Diffusion-Based Vision-Language-ActionsEgocentric Video

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

    Jun 15, 2026Mao-Lin Luo, Yi-Lin Zhang, Zi-Hao Zhou +5Efficient Continual LearningPre-Trained Vision-Language Models

  40. The Vision Encoder as a Privacy Boundary: Visual-Token Side Channels in Encoder-Free Vision-Language Models

    Jun 10, 2026Chenyu Zhou, Qiliang Jiang, Shuning Wu +1Vision EncodersPre-Trained Vision-Language Models

  41. Listen, Look, and Learn: Learning Without Forgetting through SAM-Audio

    Jun 9, 2026Avi Gupta, Nilotpal Sinha, Vishnu Raj +4Clip-Based Class-Incremental LearningCatastrophic Forgetting

  42. ViP-VL: Vietnamese Self-supervised Speech Pretraining Model with Vector-Quantization Learning

    Jun 9, 2026Khanh Le, Kiet Anh Hoang, Bao Nguyen +5Self-Supervised Speech ModelsPre-Trained Vision-Language Models

  43. CapRL++: Unified Reinforcement Learning with Verifiable Rewards for Dense Image and Video Captioning

    Jun 8, 2026Penghui Yang, Long Xing, Xiaoyi Dong +10Dense Video CaptioningVideo Captioning

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

    Jun 2, 2026Wei Ding, Yudong Zhang, Ruobing Xie +3Vision EncodersEncoding Models

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

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

  46. Wall-OSS-0.5 Technical Report

    May 29, 2026Ryan Yu, Pushi Zhang, Starrick Liu +24Robot ActionsPre-Trained Vision-Language Models

  47. Decoupled Training with Local Reinforcement Fine-Tuning in Federated Learning

    May 27, 2026Yuting Ma, Lechao Cheng, Xiaohua XuFederated Fine-TuningPre-Trained Vision-Language Models

  48. Respecting Modality Gap in Post-hoc Out-of-distribution Detection with Pre-trained Vision-Language Models

    May 26, 2026Yuanwei Hu, Bo Peng, Yadan Luo +3Out-Of-Distribution Detection PerformancePre-Trained Vision-Language Models

  49. [CLS] is Not Enough: Multi-Label Recognition via Patch-Level Inference and Adaptive Aggregation

    May 25, 2026Akang Wang, Xili Deng, Zhanxuan Hu +3Pre-Trained Vision-Language ModelsVision-Language Reasoning

  50. Rethinking VLM Representation for VLA Initialization

    May 25, 2026Weifeng Lin, Siyuan Huang, Hao Li +5Vision-Language-ActionPre-Trained Vision-Language Models

  51. DLLM-JEPA: Joint Embedding Predictive Architectures for Masked Diffusion Language Models

    May 24, 2026Sangdae NamMasked Diffusion Language ModelsPre-Trained Vision-Language Models

  52. From Demonstrations to Rewards: Test-Time Prompt Optimization for VLM Reward Models

    May 22, 2026Christian Gumbsch, Leonardo Barcellona, Lennard Schünemann +7Pre-Trained Vision-Language Models

  53. Debiased Negative Mining Improves Out-of-distribution Detection with Pre-trained Vision-Language Models

    May 22, 2026Bo Peng, Jie Lu, Guangquan Zhang +1Out-Of-Distribution Detection PerformanceNegative Audio Guidance

  54. Conceptualizing Embeddings: Sparse Disentanglement for Vision-Language Models

    May 21, 2026Piotr Kubaty, Patryk Marszałek, Łukasz Struski +3Pre-Trained Vision-Language ModelsMultimodal Embeddings

  55. Agentic-VLA: Efficient Online Adaptation for Vision-Language-Action Models

    May 21, 2026Ruofan Jin, Zaixi ZhangDiffusion-Based Vision-Language-ActionsVision-Language-Action

  56. TAME: Test-Time Adversarial Prompt Tuning via Mixture-of-Experts for Vision-Language Models

    May 17, 2026Xin Wang, Yixu Wang, Jiaming Zhang +6Adversarial TransferabilityPre-Trained Vision-Language Models

  57. DyGRO-VLA: Cross-Task Scaling of Vision-Language-Action Models via Dynamic Grouped Residual Optimization

    May 17, 2026Sixu Lin, Yunpeng Qing, Litao Liu +4Diffusion-Based Vision-Language-ActionsVision-Language-Action

  58. Sparse Autoencoders enable Robust and Interpretable Fine-tuning of CLIP models

    May 15, 2026Fabian Morelli, Arnas Uselis, Ankit Sonthalia +1Pre-Trained Vision-Language ModelsContrastive Language-Image Pre-Training

  59. Your CLIP has 164 dimensions of noise: Exploring the embeddings covariance eigenspectrum of contrastively pretrained vision-language transformers

    May 14, 2026Jakub Grzywaczewski, Dawid Płudowski, Przemysław BiecekPre-Trained Vision-Language ModelsVision-Language Reasoning

  60. Unlocking Patch-Level Features for CLIP-Based Class-Incremental Learning

    May 13, 2026Hao Sun, Zi-Jun Ding, Da-Wei ZhouClip-Based Class-Incremental LearningPre-Trained Vision-Language Models