multimodal large language model

The Power of Prior: Training-Free Open-Vocabulary Semantic Segmentation with LLaVA CVPR 2026 The Side Effects of Being Smart: Safety Risks in MLLMs’ Multi-Image Reasoning ACL 2026 Think 360deg: Beyond Depth: Evaluating the Width-centric Reasoning Capability of MLLMs CVPR 2026 ThinkGen: Generalized Thinking for Visual Generation CVPR 2026 Thinking in Dynamics: How Multimodal Large Language Models Perceive, Track, and Reason Dynamics in Physical 4D World CVPR 2026 Thinking with Programming Vision: Towards a Unified View for Thinking with Images CVPR 2026 TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs CVPR 2026 Tiny Scales, Great Challenges: The Limits of Multimodal LLMs in Scale Recognition ACL 2026 Tokenization Allows Multimodal Large Language Models to Understand, Generate and Edit Architectural Floor Plans CVPR 2026 Token Warping Helps MLLMs Look from Nearby Viewpoints CVPR 2026 Towards Autonomous UAV Visual Object Search in City Space: Benchmark and Agentic Methodology AAAI 2026 Towards Real-World Document Parsing via Realistic Scene Synthesis and Document-Aware Training CVPR 2026 Towards Reasoning-Preserving Unlearning in Multimodal Large Language Models CVPR 2026 Towards Robust Multimodal Large Language Models Against Jailbreak Attacks CVPR 2026 Towards Scalable Web Accessibility Audit with MLLMs as Copilots AAAI 2026 Towards Streaming Referring Video Segmentation via Large Language Model CVPR 2026 Training-Free Open-Vocabulary Camouflaged Object Segmentation via Fine-Grained Object Binding and Adaptive Hybrid Prompt CVPR 2026 Training-Free Spatio-temporal Decoupled Reasoning Video Segmentation with Adaptive Object Memory AAAI 2026 TriDF: Evaluating Perception, Detection, and Hallucination for Interpretable DeepFake Detection CVPR 2026 TSPO: Temporal Sampling Policy Optimization for Long-form Video Language Understanding AAAI 2026 UI-Lens: Assessing General MLLMs' Potential to Automate UI Display Quality Assurance CVPR 2026 UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning AAAI 2026 Uncertainty-Aware Exploratory Direct Preference Optimization for Multimodal Large Language Models CVPR 2026 Understanding the Role of Hallucination in Reinforcement Post-Training of Multimodal Reasoning Models CVPR 2026 Understanding the Visual Projection Space of Multimodal LLMs WACV 2026