multimodal reasoning

OpenMMReasoner: Pushing the Frontiers in Multimodal Reasoning with an Open and General Recipe CVPR 2026 Perceptual-Evidence Anchored Reinforced Learning for Multimodal Reasoning CVPR 2026 Plane Geometry Problem Solving with Multi-modal Reasoning: A Survey EACL 2026 Proof-of-Perception: Certified Tool-Using Multimodal Reasoning with Compositional Conformal Guarantees CVPR 2026 RadAgents: Multimodal Agentic Reasoning for Chest X-ray Interpretation with Radiologist-like Workflows MIDL 2026 Rationale-Enhanced Decoding for Multi-modal Chain-of-Thought CVPR 2026 R-C2: Cycle-Consistent Reinforcement Learning Improves Multimodal Reasoning CVPR 2026 ReaGEN: Adaptive Generation of Structured Chains-of-Thought for Efficient Multimodal Reasoning CVPR 2026 Reasoning Beyond Literal: Cross-style Multimodal Reasoning for Figurative Language Understanding EACL 2026 Resolving Evidence Sparsity: Agentic Context Engineering for Long-Document Understanding CVPR 2026 REVISOR: Beyond Textual Reflection, Towards Multimodal Introspective Reasoning in Long-Form Video Understanding CVPR 2026 RMIR: A Benchmark Dataset for Reasoning-Intensive Multimodal Image Retrieval CVPR 2026 RPTS: Tree-Structured Reasoning Process Scoring for Faithful Multimodal Evaluation AAAI 2026 Scaling Human-Centric Trustworthy Foundation Model via Advanced Reasoning and Agentic Frameworks AAAI 2026 SceneAlign: Aligning Multimodal Reasoning to Scene Graphs in Complex Visual Scenes ACL 2026 Scene-VLM: Multimodal Video Scene Segmentation via Vision-Language Models CVPR 2026 See Further, Think Deeper: Advancing VLM's Reasoning Ability with Low-level Visual Cues and Reflection CVPR 2026 See It, Say It, Sorted: An Iterative Training-Free Framework for Visually-Grounded Multimodal Reasoning in LVLMs CVPR 2026 See Less, See Right: Bi-directional Perceptual Shaping For Multimodal Reasoning CVPR 2026 See, Think, Act: Teaching Multimodal Agents to Effectively Interact with GUI by Identifying Toggles CVPR 2026 See, Think, Learn: A Self-Taught Multimodal Reasoner WACV 2026 Simple-VGC: Enhancing Visual Grounding in Multimodal Reasoning via Adaptive Tool Composition ACL 2026 SO-Bench: A Structural Output Evaluation of Multimodal LLM CVPR 2026 Stable and Efficient Single-Rollout RL for Multimodal Reasoning CVPR 2026 STELAR-VISION: Self-Topology-Aware Efficient Learning for Aligned Reasoning in Vision AAAI 2026