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122 个页面

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The Majority is not always right：RL training for solution aggregation

WebExplorer：Explore and Evolve for Training Long-Horizon Web Agents

AGENT WORKFLOW MEMORY

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