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statistical-validity

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kadubon / audit-closed-ai-scientist

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Benchmark for statistically valid AI scientist systems, using audit-closed protocols, transparency logs, and sequential inference to prevent false discoveries in autonomous research agents.

reproducible-science audit-log ai-agents p-hacking scientific-machine-learning scientific-discovery autonomous-research transparency-log statistical-validity e-values self-driving-lab ai-governance automated-science research-automation agentic-ai ai-scientist sequential-inference deterministic-replay e-process optional-stopping
  • Updated Mar 5, 2026
  • Python

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