Research

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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.

169,236 papers · 148 categories

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1 result for “out-of-specs”

KS(conf ): A Light-Weight Test if a ConvNet Operates Outside of Its Specificationsstat.ML

KS(conf) detects when ConvNets operate outside their training specifications.

problem Detecting when ConvNets operate outside their training data distribution.

method Applying a Kolmogorov-Smirnov test to predicted confidence values.

result KS(conf) reliably detects out-of-specs situations with minimal overhead.

ConvNets out-of-specs confidence values Kolmogorov-Smirnov quality control

2018-04-11abs ↗pdf ↗