Search Results for author: Aymane El Firdoussi

Found 2 papers, 1 papers with code

High-dimensional Learning with Noisy Labels

no code implementations23 May 2024 Aymane El Firdoussi, Mohamed El Amine Seddik

This paper provides theoretical insights into high-dimensional binary classification with class-conditional noisy labels.

Binary Classification Learning with noisy labels

The Privacy Power of Correlated Noise in Decentralized Learning

1 code implementation2 May 2024 Youssef Allouah, Anastasia Koloskova, Aymane El Firdoussi, Martin Jaggi, Rachid Guerraoui

Decentralized learning is appealing as it enables the scalable usage of large amounts of distributed data and resources (without resorting to any central entity), while promoting privacy since every user minimizes the direct exposure of their data.

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