The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning Paper • 2606.29526 • Published Jun 28 • 170
TRACE: A Unified Rollout Budget Allocation Framework for Efficient Agentic Reinforcement Learning Paper • 2606.11119 • Published Jun 9 • 20
FastKernels: Benchmarking GPU Kernel Generation in Production Paper • 2605.23215 • Published May 22 • 8
LiveBrowseComp: Are Search Agents Searching, or Just Verifying What They Already Know? Paper • 2605.28721 • Published May 27 • 18
Skill0.5: Joint Skill Internalization and Utilization for Out-of-Distribution Generalization in Agentic Reinforcement Learning Paper • 2605.28424 • Published May 27 • 32
DelTA: Discriminative Token Credit Assignment for Reinforcement Learning from Verifiable Rewards Paper • 2605.21467 • Published May 20 • 207