Learning from Failures in Multi-Attempt Reinforcement Learning

4 March 2025

Papers citing "Learning from Failures in Multi-Attempt Reinforcement Learning"

4 / 4 papers shown

Title
Do Not Step Into the Same River Twice: Learning to Reason from Trial and Error Chenming Tang Hsiu-Yuan Huang Weijie Liu Saiyong Yang Yunfang Wu Yunfang Wu OffRL LRM 128 0 0 30 Oct 2025
HELIOS: Adaptive Model And Early-Exit Selection for Efficient LLM Inference Serving Avinash Kumar Shashank Nag Jason Clemons L. John Poulami Das 444 1 0 14 Apr 2025
Multi-Turn Code Generation Through Single-Step Rewards A. Jain Gonzalo Gonzalez-Pumariega Wayne Chen Alexander M. Rush Wenting Zhao Sanjiban Choudhury LRM 338 12 0 27 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li OffRL AI4TS LRM ReLM VLM 1.2K 5,342 0 22 Jan 2025