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Pierre Genevès

2 accepted papers

2024

Reproduce, Replicate, Reevaluate. The Long but Safe Way to Extend Machine Learning Methods

AAAI 2024technical

Reproducibility is a desirable property of scientific research. On the one hand, it increases confidence in results. On the other hand, reproducible results can be extended on a solid basis. In rapidly developing fields such as machine learning, the latter is particularly important to ensure the rel…

2021

Constrained differentially private federated learning for low-bandwidth devices

UAI 2021poster

Federated learning becomes a prominent approach when different entities want to learn collaboratively a common model without sharing their training data. %Compared to traditional machine learning, it does not require to collect and centralize all data before training a common model. However, Federat…

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