Chain-of-Thought Reasoning

A3: Towards Advertising Aesthetic Assessment CVPR 2026 AbstractReasoner at SemEval-2026 Task 11: Reducing Content Effects via Knowledge Distillation and Structured Reasoning Prompts SemEval 2026 ACoT-VLA: Action Chain-of-Thought for Vision-Language-Action Models CVPR 2026 Act2See: Emergent Active Visual Perception for Video Reasoning CVPR 2026 Adaptive Spatial and Temporal Redundancy Optimization for Efficient Reasoning in Large Language Models ACL 2026 AIM-CoT: Active Information-driven Multimodal Chain-of-Thought for Vision-Language Reasoning ACL 2026 Anchoring the Mind of Multimodal Reasoners: Cognitive Bias as a Vector for Jailbreak Attacks CVPR 2026 Are Image-to-Video Models Good Zero-Shot Image Editors? CVPR 2026 Breaking the Reward Barrier: Accelerating Tree-of-Thought Reasoning via Speculative Exploration OSDI 2026 CAT: Confidence-Adaptive Thinking for Efficient Reasoning of Large Reasoning Models ACL 2026 CausalMinds at SemEval-2026 Task 12: Simple Fine-Tuning with Option Shuffling Outperforms Complex Pipelines for Abductive Event Reasoning SemEval 2026 Chain of Event-Centric Causal Thought for Physically Plausible Video Generation CVPR 2026 Chain-of-Frames: Advancing Video Understanding in Multimodal LLMs via Frame-Aware Reasoning CVPR 2026 Chain-of-Thought Compression Should Not Be Blind: V-Skip for Efficient Multimodal Reasoning via Dual-Path Anchoring ACL 2026 Chain-of-Thought Degrades Visual Spatial Reasoning Capabilities of Multimodal LLMs ACL 2026 Community-Aware Assessment of Social Textual Engagement and Resonance: A Human-Centric Perspective on User-Generated Content Evaluation ACL 2026 ConfSpec: Efficient Step-Level Speculative Reasoning via Confidence-Gated Verification ACL 2026 D3D-VLP: Dynamic 3D Vision-Language-Planning Model for Embodied Grounding and Navigation CVPR 2026 Disentangling the Effects of Unlearning in Measuring Parametric Faithfulness of Chain-of-Thought ACL 2026 Do LLMs Really Need 10+ Thoughts for “Find the Time 1000 Days Later”? Towards Structural Understanding of LLM Overthinking ACL 2026 DuIVRS-2: An LLM-based Interactive Voice Response System for Large-scale POI Attribute Acquisition ACL 2026 EagleVision: A Dual-Stage Framework with BEV-grounding-based Chain-of-Thought for Spatial Intelligence CVPR 2026 EconProver: Towards More Economical Test-Time Scaling for Automated Theorem Proving ACL 2026 Efficient Paths and Dense Rewards: Probabilistic Flow Reasoning for Large Language Models ACL 2026 Efficient Process Reward Modeling via Contrastive Mutual Information ACL 2026