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Less is More Tokens：Efficient Math Reasoning via Difficulty-Aware Chain-of-Thought Distillation

Plan Verification for LLM-Based Embodied Task Completion Agents

ReSearch：Learning to Reason with Search for LLMs via Reinforcement Learning

BEYOND CORRECTNESS：HARMONIZING PROCESS AND OUTCOME REWARDS THROUGH RL TRAINING

Design and Optimization of Reinforcement Learning-Based Agents in Text-Based Games

Learning to Refine：Self-Refinement of Parallel Reasoning in LLMs

Learning When to Plan：Efficiently Allocating Test-Time Compute for LLM Agents

Planning with Reasoning using Vision Language World Model

VERLTOOL：TOWARDS HOLISTIC AGENTIC REINFORCEMENT LEARNING WITH TOOL USE

DCPO：DYNAMIC CLIPPING POLICY OPTIMIZATION