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scientific reproducibility

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Data Party THU
Data Party THU
Aug 21, 2026 · Artificial Intelligence

Survey of Autonomous Research Agents: Bridging the AI Scientist Verification Gap

This survey examines how large‑language‑model‑driven AI scientists now span the full research lifecycle, yet most systems provide scant evidence for reproducibility and claim verification, analyzing 35 works to reveal audit gaps and propose a concrete reporting checklist for trustworthy autonomous research.

AI scientistsLLMaudit framework
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Survey of Autonomous Research Agents: Bridging the AI Scientist Verification Gap