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arxiv_llm_reliability · Jun 30, 2026 · paper
Source brief
One Reflection Is Not Enough: Self-Correcting Autonomous Research via Multi-Hypothesis Failure Attribution
arxiv.orgJun 30, 2026
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In brief
Autonomous research agents can now draft hypotheses, write code, run experiments, and produce papers, but they remain brittle when experiments fail. Under the prevailing paradigm, failure recovery is usually delegated...
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