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No Time Like the Present: Agentic Test-Time Training for LLM Agents
提出Agentic Test-Time Training方法，让LLM智能体在长时任务中自适应调整权重，有效解决轨迹退化、策略失效难题。
arXiv:2607.03441v1 Announce Type: cross Abstract: LLM agents often degrade over long episodes: as trajectories grow, they revisit explored states, rep…