Title
Reinforcing Multi-Turn Reasoning in LLM Agents via Turn-Level Credit Assignment Siliang Zeng Quan Wei William Brown Oana Frunza Yuriy Nevmyvaka Mingyi Hong LRM 4 0 0 17 May 2025
Sailing AI by the Stars: A Survey of Learning from Rewards in Post-Training and Test-Time Scaling of Large Language Models Xiaobao Wu LRM 72 1 0 05 May 2025
Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning Joykirat Singh Raghav Magazine Yash Pandya A. Nambi LLMAG KELM OffRL LRM 159 2 0 28 Apr 2025
Nemotron-Research-Tool-N1: Exploring Tool-Using Language Models with Reinforced Reasoning Shaokun Zhang Yi Dong Jieyu Zhang Jan Kautz Bryan Catanzaro Andrew Tao Qingyun Wu Zhiding Yu Guilin Liu LLMAG OffRL KELM LRM 91 0 0 25 Apr 2025
OTC: Optimal Tool Calls via Reinforcement Learning Hongru Wang Cheng Qian Wanjun Zhong Xiusi Chen Jiahao Qiu Shijue Huang Bowen Jin Mengdi Wang Kam-Fai Wong Heng Ji OffRL LRM 41 2 0 21 Apr 2025
Video-R1: Reinforcing Video Reasoning in MLLMs Kaituo Feng Kaixiong Gong Yangqiu Song Zonghao Guo Yibing Wang Tianshuo Peng Jian Wu Xiaoying Zhang Benyou Wang Xiangyu Yue AI4TS SyDa LRM 51 14 0 27 Mar 2025