Demystifying Reinforcement Learning in Agentic Reasoning
Paper
• 2510.11701 • Published
• 33
Reinforcement Learning
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LoongRL:Reinforcement Learning for Advanced Reasoning over Long Contexts
Paper • 2510.19363 • Published • 62 -
Supervised Reinforcement Learning: From Expert Trajectories to Step-wise Reasoning
Paper • 2510.25992 • Published • 48 -
Teaching Pretrained Language Models to Think Deeper with Retrofitted Recurrence
Paper • 2511.07384 • Published • 19 -
MarsRL: Advancing Multi-Agent Reasoning System via Reinforcement Learning with Agentic Pipeline Parallelism
Paper • 2511.11373 • Published • 14 -
TeaRAG: A Token-Efficient Agentic Retrieval-Augmented Generation Framework
Paper • 2511.05385 • Published -
Souper-Model: How Simple Arithmetic Unlocks State-of-the-Art LLM Performance
Paper • 2511.13254 • Published • 136 -
AT^2PO: Agentic Turn-based Policy Optimization via Tree Search
Paper • 2601.04767 • Published • 28 -
Collaborative Multi-Agent Test-Time Reinforcement Learning for Reasoning
Paper • 2601.09667 • Published • 91 -
Jet-RL: Enabling On-Policy FP8 Reinforcement Learning with Unified Training and Rollout Precision Flow
Paper • 2601.14243 • Published • 23 -
LongCat-Flash-Thinking-2601 Technical Report
Paper • 2601.16725 • Published • 176 -
Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models
Paper • 2602.12036 • Published • 98 -
Experiential Reinforcement Learning
Paper • 2602.13949 • Published • 68