Tag

Reinforcement Learning

2 articles tagged with this topic.

Beyond Static Evaluation: Building Simulation Environments for Scalable Agentic Reinforcement Learning

A new arXiv paper proposes AgenticAI-Supervisor, a simulation environment that decouples environment creation from scalable execution for verifiable agentic RL.

Reinforcement Learning LLM Agents Simulation Environments Reward Shaping Agentic AI Training Methodology

Information Gain-based Rollout Policy Optimization: Adaptive Tree-Structured Rollouts for Multi-Turn LLM Agents

IGRPO treats intermediate-state informativeness as the organizing principle of rollout collection, unifying tree-structured exploration with policy learning.

Reinforcement Learning LLM Agents Search-Augmented QA Agentic AI Training Methodology

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