Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards Paper • 2601.06021 • Published 15 days ago • 43
Stabilizing Reinforcement Learning with LLMs: Formulation and Practices Paper • 2512.01374 • Published Dec 1, 2025 • 101
IterResearch: Rethinking Long-Horizon Agents via Markovian State Reconstruction Paper • 2511.07327 • Published Nov 10, 2025 • 78
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning Paper • 2507.01006 • Published Jul 1, 2025 • 250
LongWriter-Zero: Mastering Ultra-Long Text Generation via Reinforcement Learning Paper • 2506.18841 • Published Jun 23, 2025 • 56
Pre-DPO: Improving Data Utilization in Direct Preference Optimization Using a Guiding Reference Model Paper • 2504.15843 • Published Apr 22, 2025 • 16