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Allouah, Youssef
14 publications
ICLR
2025
Adaptive Gradient Clipping for Robust Federated Learning
Youssef Allouah
,
Rachid Guerraoui
,
Nirupam Gupta
,
Ahmed Jellouli
,
Geovani Rizk
,
John Stephan
ICML
2025
Certified Unlearning for Neural Networks
Anastasia Koloskova
,
Youssef Allouah
,
Animesh Jha
,
Rachid Guerraoui
,
Sanmi Koyejo
ICLR
2025
The Utility and Complexity of In- and Out-of-Distribution Machine Unlearning
Youssef Allouah
,
Joshua Kazdan
,
Rachid Guerraoui
,
Sanmi Koyejo
ICML
2025
Towards Trustworthy Federated Learning with Untrusted Participants
Youssef Allouah
,
Rachid Guerraoui
,
John Stephan
ICML
2024
Byzantine-Robust Federated Learning: Impact of Client Subsampling and Local Updates
Youssef Allouah
,
Sadegh Farhadkhani
,
Rachid Guerraoui
,
Nirupam Gupta
,
Rafael Pinot
,
Geovani Rizk
,
Sasha Voitovych
ICMLW
2024
Fast Machine Unlearning via Robust Training
Youssef Allouah
,
Joshua Kazdan
,
Rachid Guerraoui
,
Sanmi Koyejo
NeurIPS
2024
Fine-Tuning Personalization in Federated Learning to Mitigate Adversarial Clients
Youssef Allouah
,
Abdellah El Mrini
,
Rachid Guerraoui
,
Nirupam Gupta
,
Rafael Pinot
NeurIPS
2024
Revisiting Ensembling in One-Shot Federated Learning
Youssef Allouah
,
Akash Dhasade
,
Rachid Guerraoui
,
Nirupam Gupta
,
Anne-Marie Kermarrec
,
Rafael Pinot
,
Rafael Pires
,
Rishi Sharma
AISTATS
2024
Robust Sparse Voting
Youssef Allouah
,
Rachid Guerraoui
,
Lê-Nguyên Hoang
,
Oscar Villemaud
ICML
2024
The Privacy Power of Correlated Noise in Decentralized Learning
Youssef Allouah
,
Anastasia Koloskova
,
Aymane El Firdoussi
,
Martin Jaggi
,
Rachid Guerraoui
AISTATS
2023
Fixing by Mixing: A Recipe for Optimal Byzantine ML Under Heterogeneity
Youssef Allouah
,
Sadegh Farhadkhani
,
Rachid Guerraoui
,
Nirupam Gupta
,
Rafael Pinot
,
John Stephan
ICML
2023
On the Privacy-Robustness-Utility Trilemma in Distributed Learning
Youssef Allouah
,
Rachid Guerraoui
,
Nirupam Gupta
,
Rafael Pinot
,
John Stephan
NeurIPS
2023
Robust Distributed Learning: Tight Error Bounds and Breakdown Point Under Data Heterogeneity
Youssef Allouah
,
Rachid Guerraoui
,
Nirupam Gupta
,
Rafael Pinot
,
Geovani Rizk
JMLR
2021
Further Results on Latent Discourse Models and Word Embeddings
Sammy Khalife
,
Douglas Gonçalves
,
Youssef Allouah
,
Leo Liberti