Youssef Allouah

1. The Utility and Complexity of in- and out-of-Distribution Machine Unlearning
   2024/12/12 by Youssef Allouah, Joshua Kazdan, Allouah, Youssef +5 · 5 citations
   Engineering · #Belt Conveyor Systems Engineering #Industrial Automation and Control Systems #Smart Grid Energy Management
2. The Privacy Power of Correlated Noise in Decentralized Learning
   2024/05/02 by Youssef Allouah, Anastasia Koloskova, Allouah, Youssef +7 · 3 citations
   Computer Science · #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
3. Certified Unlearning for Neural Networks
   2025/06/08 by Anastasia Koloskova, Youssef Allouah, Koloskova, Anastasia +7 · 6 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Privacy-Preserving Technologies in Data #Machine Learning and Data Classification
4. Revisiting Ensembling in One-Shot Federated Learning
   2024/11/11 by Youssef Allouah, Allouah, Youssef, Akash Dhasade +13 · 3 citations
   Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
5. On the Privacy-Robustness-Utility Trilemma in Distributed Learning
   2023/02/09 by Youssef Allouah, Rachid Guerraoui, Allouah, Youssef +7 · 1 citation
   Computer Science · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning #Cryptography and Data Security
6. Fine-Tuning Personalization in Federated Learning to Mitigate Adversarial Clients
   2024/09/30 by Youssef Allouah, Allouah, Youssef, Abdellah El Mrini +7 · 2 citations
   Computer Science · Mathematics · Medicine · #Privacy-Preserving Technologies in Data #Statistical Methods and Inference #COVID-19 diagnosis using AI
7. Adaptive Gradient Clipping for Robust Federated Learning
   2024/05/23 by Youssef Allouah, Allouah, Youssef, Rachid Guerraoui +9 · 1 citation
   Computer Science · #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Neural Networks and Applications