Scaling LLM Inference with Optimized Sample Compute Allocation
Paper • 2410.22480 • Published
Test-Time Compute/Optimal Scaling
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Test-time Computing: from System-1 Thinking to System-2 Thinking
Paper • 2501.02497 • Published • 45 -
Scaling of Search and Learning: A Roadmap to Reproduce o1 from Reinforcement Learning Perspective
Paper • 2412.14135 • Published -
Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though
Paper • 2501.04682 • Published • 99 -
O1 Replication Journey: A Strategic Progress Report -- Part 1
Paper • 2410.18982 • Published • 3 -
O1 Replication Journey -- Part 3: Inference-time Scaling for Medical Reasoning
Paper • 2501.06458 • Published • 31 -
DOTS: Learning to Reason Dynamically in LLMs via Optimal Reasoning Trajectories Search
Paper • 2410.03864 • Published • 12 -
Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs
Paper • 2501.18585 • Published • 61 -
SRMT: Shared Memory for Multi-agent Lifelong Pathfinding
Paper • 2501.13200 • Published • 70 -
Demystifying Long Chain-of-Thought Reasoning in LLMs
Paper • 2502.03373 • Published • 58 -
Inference-Time Scaling for Generalist Reward Modeling
Paper • 2504.02495 • Published • 58 -
TTRL: Test-Time Reinforcement Learning
Paper • 2504.16084 • Published • 122 -
Scaling Test-time Compute for LLM Agents
Paper • 2506.12928 • Published • 63