Tag: adversarial reinforcement learning
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Scalable Two-Stage Routing on Multigraphs with NEPF
Discover the NEPF method for scalable, efficient vehicle routing on multigraphs, improving solution quality and speed for complex logistics problems.
Maximize Rollout Informativeness with Budgeted Tree Search
Discover how submodular optimization and InfoTree boost rollout informativeness under fixed budgets in tool-use agentic reinforcement learning.
Internalizing Outcome Supervision for Enhanced RL Reasoning
Discover a new reinforcement learning paradigm that internalizes outcome supervision into process supervision to boost AI reasoning and learning efficiency...
How RL Boosts Long-Horizon Reasoning in LLMs
Discover how reinforcement learning and logical expressiveness improve long-horizon reasoning in large language models for better AI performance.
SkillOS: Adaptive Skill Curation for Self-Evolving AI Agents
Discover how SkillOS enhances AI agents with experience-driven skill curation, enabling self-evolution and improved task performance across domains.