Výsledky vyhledávání - "Blot, Vincent"

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Automatically Adaptive Conformal Risk Control

Autor: Blot, Vincent, Angelopoulos, Anastasios N, Jordan, Michael I, Brunel, Nicolas J-B

Science and technology have a growing need for effective mechanisms that ensure reliable, controlled performance from black-box machine learning algorithms. These performance guarantees should ideally hold conditionally on the input-that is the perfo

Externí odkaz: http://arxiv.org/abs/2406.17819

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MAPIE: an open-source library for distribution-free uncertainty quantification

Autor: Taquet, Vianney, Blot, Vincent, Morzadec, Thomas, Lacombe, Louis, Brunel, Nicolas

Estimating uncertainties associated with the predictions of Machine Learning (ML) models is of crucial importance to assess their robustness and predictive power. In this submission, we introduce MAPIE (Model Agnostic Prediction Interval Estimator),

Externí odkaz: http://arxiv.org/abs/2207.12274

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