Paper list for Efficient Reasoning.

😎 A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, Agent, and Beyond

[TMLR 2025] Efficient Reasoning Models: A Survey

Code for "UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning"

Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models

[arXiv 2025] Can MLLMs Guide Me Home? A Benchmark Study on Fine-Grained Visual Reasoning from Transit Maps

FastCuRL: Curriculum Reinforcement Learning with Stage-wise Context Scaling for Efficient LLM Reasoning

[NeurIPS 2025] Official implementation of "Reasoning Path Compression: Compressing Generation Trajectories for Efficient LLM Reasoning"

🌿 DeepPrune: Parallel Scaling without Inter-trace Redundancy

Walk Before You Run! Concise LLM Reasoning via Reinforcement Learning