ProbabilityBench: Evaluating Jev and Other Decision Models on True Probabilities
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Oct 15, 2026 - Python
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bayes-error
Here are 6 public repositories matching this topic...
A note on the Equal Error Rate metric
authentication biometrics convex-hull face-recognition minimax roc-curve speaker-recognition binary-classification imbalanced-data cost-sensitive fingerprint-recognition anti-spoofing equal-error-rate classification-metrics calibrated-predictions bayes-error bayes-optimal-classifier detection-error-tradeoff det-curve sion-theorem
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Jun 9, 2025 - Jupyter Notebook
Face Detection with Bayesian Decision Theory
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Dec 1, 2022 - Jupyter Notebook
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.
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Dec 16, 2025 - Jupyter Notebook
An Exact Law for Temperature-Induced Distortion
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Aug 8, 2026 - Python
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.
python data-science machine-learning reproducible-research information-theory scikit-learn open-data quebec xgboost model-evaluation vision-zero quarto negative-results bayes-error road-safety-ai
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Oct 25, 2026 - Python
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