bayes-error

A note on the Equal Error Rate metric

Face Detection with Bayesian Decision Theory

Can Quebec's published collision reports predict how badly a crash turns out? They carry real but small information, almost all of it about who was involved rather than the road. Four independent arguments establish the limit. Python package, CLI, interactive explorer, Quarto book.

This project reproduces and extends the Bayes error estimation framework proposed by Ishida et al. (ICLR 2023). Our work focuses on examining how violations of the soft-label assumptions, specifically annotation bias and model miscalibration impact the consistency and reliability of Bayes error estimators.

An Exact Law for Temperature-Induced Distortion