Chain-of-Thought Reasoning

EgoMind: Activating Spatial Cognition through Linguistic Reasoning in MLLMs CVPR 2026 EmoThinker: Advancing Visual-Acoustic Emotion Analysis via Structural Token Selection and Chain-of-Thought Reasoning CVPR 2026 ETR: Entropy Trend Reward for Efficient Chain-of-Thought Reasoning ACL 2026 FantasyVLN: Unified Multimodal Chain-of-Thought Reasoning for Vision-and-Language Navigation CVPR 2026 Fast-ThinkAct: Efficient Vision-Language-Action Reasoning via Verbalizable Latent Planning CVPR 2026 FinChain: A Symbolic Benchmark for Verifiable Chain-of-Thought Financial Reasoning ACL 2026 FireScope: Wildfire Risk Raster Prediction With a Chain-of-Thought Oracle CVPR 2026 FoE: Forest of Errors Makes the First Solution the Best in Large Reasoning Models ACL 2026 From Intuition to Investigation: A Tool-Augmented Reasoning MLLM Framework for Generalizable Face Anti-Spoofing CVPR 2026 From Manuals to Actions: A Unified VLA Model for Chain-of-Thought Manual Generation and Robotic Manipulation CVPR 2026 From Scale to Speed: Adaptive Test-Time Scaling for Image Editing CVPR 2026 Fusion Training for Mathematical Generalization in Large Language Models ACL 2026 GeoCoT: Towards Reliable Remote Sensing Reasoning with Manifold Perspective CVPR 2026 Good Arguments Against the People Pleasers: How Reasoning Mitigates (Yet Masks) LLM Sycophancy ACL 2026 Grounded Chain-of-Thought for Multimodal Large Language Models CVPR 2026 Harnessing Chain-of-Thought Reasoning in Multimodal Large Language Models for Face Anti-Spoofing CVPR 2026 HoneyBee: Data Recipes for Vision-Language Reasoners CVPR 2026 HUMORCHAIN: Theory-Guided Multi-Stage Reasoning for Interpretable Multimodal Humor Generation CVPR 2026 HybridDriveVLA: Vision-Language-Action Model with Visual CoT reasoning and ToT Evaluation for Autonomous Driving CVPR 2026 I2E: From Image Pixels to Actionable Interactive Environments for Text-Guided Image Editing ACL 2026 ImpRIF: Stronger Implicit Reasoning Leads to Better Complex Instruction Following ACL 2026 Interpretable Traces, Unexpected Outcomes: Investigating the Disconnect in Trace-Based Knowledge Distillation ACL 2026 IS-CoT: Breaking the Long-form Generation Collapse via Interleaved Structural Thinking ACL 2026 Latent Chain-of-Thought World Modeling for End-to-End Autonomous Driving CVPR 2026 Learning to Reason with Curriculum I: Provable Benefits of Autocurriculum COLT 2026