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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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1 result for “generate-evaluate-revise”
When Should an AI Workflow Release? Always-Valid Inference for Black-Box Generate-Verify Systemsstat.ML

A new method for releasing AI workflows to avoid premature incorrect results.

problem Statistical challenges in releasing AI workflows with adaptive scoring.
method Wrapper that calibrates and accumulates evidence from high-scoring failures.
result Reduces premature incorrect release while still releasing on moderate evidence.
AI workflowsgenerate-evaluate-revisealways-valid releaseblack-box scoringoptional stopping
2026-05-13abs ↗pdf ↗