2025 Robust ML auditing using prior knowledge J. G. Bourrée, A. Godinot, S. Biswas, A.-M. Kermarrec, E. L. Merrer, G. Tredan, M. de Vos, and M. Vujasinovic ICML 2025 Paper
2025 Accelerating MoE model inference with expert sharding O. Balmau, A.-M. Kermarrec, R. Pires, A. L. E. Santo, M. de Vos, and M. Vujasinovic EuroMLSys 2025 Paper
2023 Decentralized learning made easy with decentralizepy A. Dhasade, A.-M. Kermarrec, R. Pires, R. Sharma, and M. Vujasinovic EuroMLSys 2023 Paper Code
2023 Get more for less in decentralized learning systems A. Dhasade, A.-M. Kermarrec, R. Pires, R. Sharma, M. Vujasinovic, and J. Wigger ICDCS 2023 Paper
2025 Practical and private hybrid ML inference with fully homomorphic encryption S. Biswas, P. Chartier, A. Dhasade, T. Jurien, D. Kerriou, A.-M. Kermarrec, M. Lemou, F. Tranie, M. de Vos, and M. Vujasinovic arXiv preprint arXiv
2025 Navigating the accuracy-size trade-off with flexible model merging A. Dhasade, D. Jhunjhunwala, M. Vujasinovic, G. Joshi, and A.-M. Kermarrec arXiv preprint arXiv
2024 Secure aggregation meets sparsification in decentralized learning S. Biswas, A.-M. Kermarrec, R. Pires, R. Sharma, and M. Vujasinovic arXiv preprint arXiv