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Rollout-Level Advantage-Prioritized Experience Replay for GRPO

cs.LG · 2026-06-03 · conditional · novelty 6.0

Rollout-level advantage-prioritized experience replay for GRPO recycles high-advantage individual rollouts with age eviction and fresh-anchored batches to outperform standard GRPO on math benchmarks, with gains increasing with model size.

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  • Rollout-Level Advantage-Prioritized Experience Replay for GRPO cs.LG · 2026-06-03 · conditional · none · ref 3

    Rollout-level advantage-prioritized experience replay for GRPO recycles high-advantage individual rollouts with age eviction and fresh-anchored batches to outperform standard GRPO on math benchmarks, with gains increasing with model size.