| Machine Learning with Adversaries: Byzantine Tolerant Gradient Descent P Blanchard, EM El Mhamdi, R Guerraoui, J Stainer Advances in Neural Information Processing Systems, 118-128, 2017 | 1578 | 2017 |
| The Hidden Vulnerability of Distributed Learning in Byzantium EM El Mhamdi, R Guerraoui, S Rouault ICML - International Conference on Machine Learning, 3518-3527, 2018 | 657* | 2018 |
| Asynchronous Byzantine Machine Learning (the case of SGD) G Damaskinos, EM El Mhamdi, R Guerraoui, R Patra, M Taziki ICML - International Conference on Machine Learning, 1153-1162, 2018 | 112 | 2018 |
| AGGREGATHOR: Byzantine Machine Learning via Robust Gradient Aggregation G Damaskinos, EM El-Mhamdi, R Guerraoui, A Guirguis, S Rouault The Conference on Systems and Machine Learning (MLSys), 2019, Stanford, CA, USA, 2019 | 92 | 2019 |
| Distributed Momentum for Byzantine-resilient Stochastic Gradient Descent EM El Mhamdi, R Guerraoui, SLA Rouault 9th International Conference on Learning Representations (ICLR), 2021 | 71* | 2021 |
| Brief announcement: Byzantine-tolerant machine learning P Blanchard, EM El Mhamdi, R Guerraoui, J Stainer PODC - Proceedings of the ACM Symposium on Principles of Distributed …, 2017 | 61* | 2017 |
| When neurons fail EME Mhamdi, R Guerraoui IEEE International Parallel and Distributed Processing Symposium, 2017 | 41 | 2017 |
| 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 | 39 | 2020 |
| Is light-induced degradation of a-Si: H/c-Si interfaces reversible? EM El Mhamdi, J Holovsky, B Demaurex, C Ballif, S De Wolf Applied Physics Letters 104 (25), 252108, 2014 | 38 | 2014 |
| 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 | 36 | 2021 |
| Fast and Robust Distributed Learning in High Dimension EM El-Mhamdi, R Guerraoui, S Rouault SRDS - 39th IEEE International Symposium on Reliable Distributed Systems, 71-80, 2020 | 26* | 2020 |
| Dynamic safe interruptibility for decentralized multi-agent reinforcement learning EM El Mhamdi, R Guerraoui, H Hendrikx, A Maurer Advances in Neural Information Processing Systems, 130-140, 2017 | 23 | 2017 |
| On the robustness of a neural network EME Mhamdi, R Guerraoui, S Rouault SRDS - 36th IEEE International Symposium on Reliable Distributed Systems, 2017 | 22 | 2017 |
| Sgd: Decentralized byzantine resilience EM El-Mhamdi, R Guerraoui, A Guirguis, S Rouault arXiv preprint arXiv:1905.03853, 2019 | 21 | 2019 |
| On the strategyproofness of the geometric median EM El-Mhamdi, S Farhadkhani, R Guerraoui, LN Hoang International Conference on Artificial Intelligence and Statistics, 2603-2640, 2023 | 13 | 2023 |
| On the Impossible Safety of Very Large AI Models EM El-Mhamdi, S Farhadkhani, R Guerraoui, N Gupta, LN Hoang, R Pinot, ... arXiv preprint arXiv:2209.15259, 2022 | 13* | 2022 |
| 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 | 11 | 2021 |
| When neurons fail-technical report EM El Mhamdi, R Guerraoui Biological Distributed Algorithms Workshop, 2016 | 11 | 2016 |
| 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 | 10 | 2021 |
| Collaborative learning as an agreement problem EM El-Mhamdi, R Guerraoui, A Guirguis, LN Hoang, S Rouault arXiv preprint arXiv:2008.00742, 2020 | 10 | 2020 |
