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QwenGyre: An Elastic Reinforcement Learning Framework for Training xLong-Horizon Agents

Wang, Weiqi et al.
arXiv (All) · Papers
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and-cluster-computingdistributedmachine-learningparallel
Large language model (LLM) agents increasingly undertake extreme-long (xlong) horizon tasks, where a single execution can span hours, hundreds of model--environment interactions, and nearly 1M tokens per rollout. Applying online reinforcement learning (RL) to such executions poses two fundamental ch
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