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cs.LG 1

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2026 1

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Self-evolving LLM agents with in-distribution Optimization

cs.LG · 2026-06-05 · unverdicted · novelty 5.0

Q-Evolve unifies automatic process-reward labeling via advantage estimation and behavior-proximal policy optimization inside an in-distribution RL loop to enable self-evolving LLM agents on interactive tasks.

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  • Self-evolving LLM agents with in-distribution Optimization cs.LG · 2026-06-05 · unverdicted · none · ref 6

    Q-Evolve unifies automatic process-reward labeling via advantage estimation and behavior-proximal policy optimization inside an in-distribution RL loop to enable self-evolving LLM agents on interactive tasks.