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arXiv preprint arXiv:2509.26226 , year=

Thinking-free policy initialization makes distilled reasoning models more effective, efficient reasoners , author= · arXiv 2509.26226

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cs.LG 1

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2026 1

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Faster Synchronous On-Policy RL via Straggler-Aware Group Sizing

cs.LG · 2026-06-01 · unverdicted · novelty 7.0

SAGC dynamically adjusts group sizes in synchronous GRPO and DAPO via online constrained optimization to cut stragglers, improve wall-clock speed, and maintain or improve rewards and downstream reasoning performance.

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  • Faster Synchronous On-Policy RL via Straggler-Aware Group Sizing cs.LG · 2026-06-01 · unverdicted · none · ref 14

    SAGC dynamically adjusts group sizes in synchronous GRPO and DAPO via online constrained optimization to cut stragglers, improve wall-clock speed, and maintain or improve rewards and downstream reasoning performance.