Vision-Language Models

LacTokGen: Latent Consistency Tokenizer for 1024-pixel Image Generation by 256 Tokens CVPR 2026 LaMI: Augmenting Large Language Models via Late Multi-Image Fusion ACL 2026 LangField4D: Learning Identity-Adaptive and Spatio-Temporal Continuous 4D Language Fields for Dynamic Scenes CVPR 2026 LangRef3DGS: Natural Language-Guided 3D Referential Segmentation from Partial Observations via 3D Gaussian Splatting CVPR 2026 Language-driven Fine-grained Retrieval CVPR 2026 Language-guided Frequency Modulation for Large Vision-Language Models CVPR 2026 Language-Guided One-Step Diffusion Model for Nighttime Flare Removal CVPR 2026 Language Models Can Explain Visual Features via Steering CVPR 2026 LATA: Laplacian-Assisted Transductive Adaptation for Conformal Uncertainty in Medical VLMs CVPR 2026 Latent Attention Denoising: A Training-Free Energy-Based Framework for Mitigating Hallucinations in Vision-Language Models ACL 2026 Latent Implicit Visual Reasoning CVPR 2026 Learning complete and explainable visual representations from itemized text supervision CVPR 2026 Learning More from Less: Exploiting Counterfactuals for Data-Efficient Chart Understanding ACL 2026 Learning Multi-View Spatial Reasoning from Cross-View Relations CVPR 2026 Learning to Focus and Precise Cropping:A Reinforcement Learning Framework with Information Gaps and Grounding Loss for MLLMs CVPR 2026 Learning to Reason in 4D: Dynamic Spatial Understanding for Vision Language Models CVPR 2026 Learning to See through Illumination Extremes with Event Streaming in Multimodal Large Language Models CVPR 2026 Learning to Track Instance from Single Nature Language Description CVPR 2026 Learning Transferable Temporal Primitives for Video Reasoning via Synthetic Videos CVPR 2026 Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling ACL 2026 Learning What Matters: Prioritized Concept Learning via Relative Error-driven Sample Selection CVPR 2026 Leave My Images Alone: Preventing Multi-Modal Large Language Models from Analyzing Images via Visual Prompt Injection ACL 2026 Lenses: Toward Polysemous Vision-Language Understanding CVPR 2026 LensWalk: Agentic Video Understanding by Planning How You See in Videos CVPR 2026 Let VLMs Grade Their Own Thoughts: A Self-Quantification Approach to Reasoning-Aware Reward Modeling CVPR 2026