Search Results for author: Arthur Pignet

Found 3 papers, 1 papers with code

Legitimate ground-truth-free metrics for deep uncertainty classification scoring

no code implementations30 Oct 2024 Arthur Pignet, Chiara Regniez, John Klein

Despite the increasing demand for safer machine learning practices, the use of Uncertainty Quantification (UQ) methods in production remains limited.

Uncertainty Quantification

SRATTA : Sample Re-ATTribution Attack of Secure Aggregation in Federated Learning

1 code implementation13 Jun 2023 Tanguy Marchand, Régis Loeb, Ulysse Marteau-Ferey, Jean Ogier du Terrail, Arthur Pignet

We consider a cross-silo federated learning (FL) setting where a machine learning model with a fully connected first layer is trained between different clients and a central server using FedAvg, and where the aggregation step can be performed with secure aggregation (SA).

Federated Learning

Cross Section Doppler Broadening prediction using Physically Informed Deep Neural Networks

no code implementations11 Aug 2022 Arthur Pignet, Luiz Leal, Vaibhav Jaiswal

Temperature dependence of the neutron-nucleus interaction is known as the Doppler broadening of the cross-sections.

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