| The hidden vulnerability of distributed learning in byzantium EM El Mhamdi, R Guerraoui, S Rouault International Conference on Machine Learning, 3521-3530, 2018 | 775* | 2018 |
| Aggregathor: Byzantine machine learning via robust gradient aggregation G Damaskinos, EM El-Mhamdi, R Guerraoui, A Guirguis, S Rouault Proceedings of Machine Learning and Systems 1, 81-106, 2019 | 99 | 2019 |
| Distributed momentum for byzantine-resilient stochastic gradient descent EM El Mhamdi, R Guerraoui, SLA Rouault 9th International Conference on Learning Representations (ICLR), 2021 | 83* | 2021 |
| Collaborative learning in the jungle (decentralized, byzantine, heterogeneous, asynchronous and nonconvex learning) EM El-Mhamdi, S Farhadkhani, R Guerraoui, A Guirguis, LN Hoang, ... Advances in neural information processing systems 34, 25044-25057, 2021 | 67* | 2021 |
| Genuinely distributed byzantine machine learning EM El-Mhamdi, R Guerraoui, A Guirguis, LN Hoang, S Rouault Proceedings of the 39th Symposium on Principles of Distributed Computing …, 2020 | 43 | 2020 |
| Differential privacy and byzantine resilience in SGD: Do they add up? R Guerraoui, N Gupta, R Pinot, S Rouault, J Stephan Proceedings of the 2021 ACM Symposium on Principles of Distributed Computing …, 2021 | 28 | 2021 |
| Sgd: Decentralized byzantine resilience EM El-Mhamdi, R Guerraoui, A Guirguis, S Rouault arXiv preprint arXiv:1905.03853, 2019 | 22 | 2019 |
| On The Robustness of a Neural Network R Guerraoui, S Rouault 2017 IEEE 36th Symposium on Reliable Distributed Systems (SRDS), 84-93, 2017 | 22* | 2017 |
| Garfield: System support for byzantine machine learning (regular paper) R Guerraoui, A Guirguis, J Plassmann, A Ragot, S Rouault 2021 51st Annual IEEE/IFIP International Conference on Dependable Systems …, 2021 | 16 | 2021 |
| On the impossible safety of large AI models EM El-Mhamdi, S Farhadkhani, R Guerraoui, N Gupta, LN Hoang, R Pinot, ... arXiv preprint arXiv:2209.15259, 2022 | 14 | 2022 |
| Tournesol: A quest for a large, secure and trustworthy database of reliable human judgments LN Hoang, L Faucon, A Jungo, S Volodin, D Papuc, O Liossatos, B Crulis, ... arXiv preprint arXiv:2107.07334, 2021 | 12 | 2021 |
| Aksel: Fast byzantine sgd A Boussetta, EM El-Mhamdi, R Guerraoui, A Maurer, S Rouault 24th International Conference on Principles of Distributed Systems (OPODIS 2020), 2021 | 12 | 2021 |
| Fast and robust distributed learning in high dimension EM El-Mhamdi, R Guerraoui, S Rouault 2020 International Symposium on Reliable Distributed Systems (SRDS), 71-80, 2020 | 10 | 2020 |
| Practical Byzantine-resilient Stochastic Gradient Descent SLA Rouault EPFL, 2022 | 5 | 2022 |
| Garfield: system support for Byzantine machine learning R Guerraoui, A Guirguis, JM Plassmann, AA Ragot, S Rouault arXiv preprint arXiv:2010.05888, 2020 | 4 | 2020 |
| Byzantine machine learning EL El Mahdi, R Guerraoui, S ROUAULT, M Taziki | | 2020 |
| SGD: Decentralized Byzantine Resilience. El Mahdi El Mhamdi, R Guerraoui, A Guirguis, S Rouault CoRR, 2019 | | 2019 |
| DCL Y Allouah, K Antoniadis, OM Balmau, R Banabic, PF Blanchard, R Boichat, ... | | |
rachid guerraouiProfessor of Computer and Communication Systems, EPFLVerified email at epfl.ch
