Demystifying Reinforcement Learning in Agentic Reasoning Paper • 2510.11701 • Published Oct 13, 2025 • 32
LoongRL:Reinforcement Learning for Advanced Reasoning over Long Contexts Paper • 2510.19363 • Published Oct 22, 2025 • 62
Supervised Reinforcement Learning: From Expert Trajectories to Step-wise Reasoning Paper • 2510.25992 • Published Oct 29, 2025 • 48
Teaching Pretrained Language Models to Think Deeper with Retrofitted Recurrence Paper • 2511.07384 • Published Nov 10, 2025 • 19
MarsRL: Advancing Multi-Agent Reasoning System via Reinforcement Learning with Agentic Pipeline Parallelism Paper • 2511.11373 • Published Nov 14, 2025 • 13
TeaRAG: A Token-Efficient Agentic Retrieval-Augmented Generation Framework Paper • 2511.05385 • Published Nov 7, 2025
Souper-Model: How Simple Arithmetic Unlocks State-of-the-Art LLM Performance Paper • 2511.13254 • Published Nov 17, 2025 • 136
AT^2PO: Agentic Turn-based Policy Optimization via Tree Search Paper • 2601.04767 • Published 25 days ago • 28
Collaborative Multi-Agent Test-Time Reinforcement Learning for Reasoning Paper • 2601.09667 • Published 19 days ago • 85
Jet-RL: Enabling On-Policy FP8 Reinforcement Learning with Unified Training and Rollout Precision Flow Paper • 2601.14243 • Published 13 days ago • 21