chain-of-thoughts

Towards Sparse Video Understanding and Reasoning CVPR 2026 Action-Free Reasoning for Policy Generalization CoRL 2025 Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark ICML 2025 Can Transformers Reason Logically? A Study in SAT Solving ICML 2025 Do NOT Think That Much for 2+3=? On the Overthinking of Long Reasoning Models ICML 2025 Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning ICML 2025 GIVE: Structured Reasoning of Large Language Models with Knowledge Graph Inspired Veracity Extrapolation ICML 2025 How Transformers Learn Regular Language Recognition: A Theoretical Study on Training Dynamics and Implicit Bias ICML 2025 Learning to Plan & Reason for Evaluation with Thinking-LLM-as-a-Judge ICML 2025 LLMs Can Reason Faster Only If We Let Them ICML 2025 MA-LoT: Model-Collaboration Lean-based Long Chain-of-Thought Reasoning enhances Formal Theorem Proving ICML 2025 Metastable Dynamics of Chain-of-Thought Reasoning: Provable Benefits of Search, RL and Distillation ICML 2025 Mind Your Step (by Step): Chain-of-Thought can Reduce Performance on Tasks where Thinking Makes Humans Worse ICML 2025 MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency ICML 2025 Reasoning-as-Logic-Units: Scaling Test-Time Reasoning in Large Language Models Through Logic Unit Alignment ICML 2025 Rethinking Chain-of-Thought from the Perspective of Self-Training ICML 2025 Revisiting Chain-of-Thought in Code Generation: Do Language Models Need to Learn Reasoning before Coding? ICML 2025 STAIR: Improving Safety Alignment with Introspective Reasoning ICML 2025 T1: Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling ICML 2025 Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning ICML 2025 Token Signature: Predicting Chain-of-Thought Gains with Token Decoding Feature in Large Language Models ICML 2025 Understanding Chain-of-Thought in LLMs through Information Theory ICML 2025 Universal Length Generalization with Turing Programs ICML 2025 Auto-Regressive Next-Token Predictors are Universal Learners ICML 2024 Chain-of-Thought Predictive Control ICML 2024