multimodal reasoning

STOLA: Self-Adaptive Touch-Language Framework for Tactile Commonsense Reasoning in Open-Ended Scenarios AAAI 2026 TargetVAU: Multimodal Anomaly-Aware Reasoning for Target Behavior Understanding in Videos AAAI 2026 Thinking in Uncertainty: Mitigating Hallucinations in MLRMs with Latent Entropy-Aware Decoding CVPR 2026 Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm CVPR 2026 TVChain: Leveraging Textual-Visual Prompt Chains for Jailbreaking Large Vision-Language Models AAAI 2026 Understanding the Role of Hallucination in Reinforcement Post-Training of Multimodal Reasoning Models CVPR 2026 UniEdit-I: Training-free Image Editing for Unified VLM via Iterative Understanding, Editing and Verifying CVPR 2026 UNIVID: Unified Vision-Language Model for Video Moderation ACL 2026 VideoChat-A1: Thinking with Long Videos by Chain-of-Shot Reasoning AAAI 2026 ViRC: Enhancing Visual Interleaved Mathematical CoT with Reason Chunking CVPR 2026 Vision-G1: Towards General Reasoning Vision-Language Models via Reinforcement Learning AAAI 2026 VisionLeaf: Entropy-Guided Leaf-First Reasoning for Efficient and Accurate Think-with-Image CVPR 2026 VisRef: Visual Refocusing while Thinking Improves Test-Time Scaling in Multi-Modal Large Reasoning Models CVPR 2026 Visual–Linguistic Abductive Reasoning with LLMs for Knowledge-based Visual Question Answering EACL 2026 Visually-Guided Policy Optimization for Multimodal Reasoning ACL 2026 When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought CVPR 2026 Where Does Vision Meet Language? Understanding and Refining Visual Fusion in MLLMs via Contrastive Attention CVPR 2026 ZOO-Prune: Training-Free Token Pruning via Zeroth-Order Gradient Estimation in Vision-Language Models CVPR 2026 All-in-one: Understanding and Generation in Multimodal Reasoning with the MAIA Benchmark EMNLP 2025 ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning ACL 2025 Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models EMNLP 2025 AURELIA: Test-time Reasoning Distillation in Audio-Visual LLMs ICCV 2025 Benchmarking VLMs' Reasoning About Persuasive Atypical Images WACV 2025 Beyond Single Frames: Can LMMs Comprehend Implicit Narratives in Comic Strip? EMNLP 2025 Big Escape Benchmark: Evaluating Human-Like Reasoning in Language Models via Real-World Escape Room Challenges ACL 2025