Vision-Language Models

Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning ACL 2026 Residual Decoding: Mitigating Hallucinations in Large Vision-Language Models via History-Aware Residual Guidance CVPR 2026 Resolving Evidence Sparsity: Agentic Context Engineering for Long-Document Understanding CVPR 2026 Resolving the Identity Crisis in Text-to-Image Generation CVPR 2026 Response-G1: Explicit Scene Graph Modeling for Proactive Streaming Video Understanding ACL 2026 Rethinking BCE Loss for Multi-Label Image Recognition with Fine-Tuning CVPR 2026 Rethinking Intermediate Representation for VLM-based Robot Manipulation CVPR 2026 Rethinking Jailbreak Detection of Large Vision Language Models with Representational Contrastive Scoring ACL 2026 Rethinking MLLM Itself as a Segmenter with a Single Segmentation Token CVPR 2026 Rethinking Model Selection in VLM Through the Lens of Gromov-Wasserstein Distance CVPR 2026 Rethinking Token Reduction for Large Vision-Language Models CVPR 2026 Rethinking Two-Stage Referring-by-Tracking in Referring Multi-Object Tracking: Make it Strong Again CVPR 2026 RetouchIQ: MLLM Agents for Instruction-Based Image Retouching with Generalist Reward CVPR 2026 Retrieve and Segment: Are a Few Examples Enough to Bridge the Supervision Gap in Open-Vocabulary Segmentation? CVPR 2026 Retrieving Counterfactuals Improves Visual In-Context Learning CVPR 2026 REVEALER: Reinforcement-Guided Visual Reasoning for Element-Level Text-Image Alignment Evaluation ACL 2026 REVEAL: Multimodal Vision–Language Alignment of Retinal Morphometry and Clinical Risks for Incident AD and Dementia Prediction MIDL 2026 Revisiting Model Stitching In the Foundation Model Era CVPR 2026 Revisiting the Necessity of Lengthy Chain-of-Thought in Vision-centric Reasoning Generalization CVPR 2026 Revisiting Visual Corruptions in LVLMs: A Shape-Texture Perspective on Model Failures CVPR 2026 Revisit What You See: Revealing Visual Semantics in Vision Tokens to Guide LVLM Decoding ACL 2026 REVISOR: Beyond Textual Reflection, Towards Multimodal Introspective Reasoning in Long-Form Video Understanding CVPR 2026 RE-VLM: Event-Augmented Vision-Language Model for Scene Understanding CVPR 2026 RNED: Rotary Number Encoding and Decoding for Medical VLMs CVPR 2026 RoadSceneBench: A Lightweight Benchmark for Mid-Level Road Scene Understanding CVPR 2026