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News/Asynchrony Is Nearly Free for Evolution Strategies on Long-Horizon LLM Agentic Tasks
arxiv
PublishedOctober 16, 2026 at 4:00 AM

Asynchrony Is Nearly Free for Evolution Strategies on Long-Horizon LLM Agentic Tasks

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arXiv:2610.04196v2 Announce Type: replace Abstract: Synchronous policy updates can limit the efficiency of post-training for long-horizon LLM agents. When trajectories span multiple interaction turns, completion times can vary substantially, and synchronous update barriers leave faster workers idlin

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