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Deep Conformal Prediction for Robust Models

Deep networks, like some other learning models, can associate high trust to unreliable predictions. Making these models robust and reliable is therefore essential, especially for critical decisions. This experimental paper shows that the conformal prediction approach brings a convincing solution to...

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Detalles Bibliográficos
Autores principales: Messoudi, Soundouss, Rousseau, Sylvain, Destercke, Sébastien
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7274351/
http://dx.doi.org/10.1007/978-3-030-50146-4_39