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Jin-Bang Lai

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Preprint Aug 2026

Retry, Switch, or Abstain? Learning Strategy-Aware Tool-Use Policies via Controlled Error Injection

Tool-using LLM agents are commonly trained and evaluated in environments where tool calls succeed reliably, yet deployed tools can fail transiently, persistently, or silently. Robust recovery therefore requires more than repeated retries: an agent may need to retry the same path, switch to an alternative, or recognize...

Chao-Ran Chen, Vylinh J. Nguyen, Zi-Ji Zhang et al. · 2 citations

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