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CURE：Critical-Token-Guided Re-concatenation for Entropy-collapse Prevention

EDGE-GRPO：Entropy-Driven GRPO with Guided Error Correction for Advantage Diversity

ETTRL：BALANCING EXPLORATION AND EXPLOITATION IN LLM TEST-TIME REINFORCEMENT LEARNING VIA ENTROPY MECHANISM

MemTool：Optimizing Short-Term Memory Management for Dynamic Tool Calling in LLM Agent Multi-Turn Conversations

Promoting Efficient Reasoning with Verifiable Stepwise Reward

Pruning Long Chain-of-Thought of Large Reasoning Models via Small-Scale Preference Optimization

SSRL：SELF-SEARCH REINFORCEMENT LEARNING

Agent Lightning：Train ANY AI Agents with Reinforcement Learning

AWORLD：DYNAMIC MULTI-AGENT SYSTEM WITH STABLE MANEUVERING FOR ROBUST GAIA PROBLEM SOLVING

Beyond Ten Turns：Unlocking Long-Horizon Agentic Search with Large-Scale Asynchronous RL