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Boris Muzellec
Boris Muzellec
Owkin
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Generalizing point embeddings using the wasserstein space of elliptical distributions
B Muzellec, M Cuturi
Advances in Neural Information Processing Systems 31, 2018
732018
Missing data imputation using optimal transport
B Muzellec, J Josse, C Boyer, M Cuturi
International Conference on Machine Learning, 7130-7140, 2020
47*2020
Tsallis regularized optimal transport and ecological inference
B Muzellec, R Nock, G Patrini, F Nielsen
Proceedings of the AAAI conference on artificial intelligence 31 (1), 2017
402017
Entropic optimal transport between unbalanced Gaussian measures has a closed form
H Janati, B Muzellec, G Peyré, M Cuturi
Advances in neural information processing systems 33, 10468-10479, 2020
382020
A Dimension-free Computational Upper-bound for Smooth Optimal Transport Estimation
A Vacher, B Muzellec, A Rudi, F Bach, FX Vialard
arXiv preprint arXiv:2101.05380, 2021
242021
Subspace detours: Building transport plans that are optimal on subspace projections
B Muzellec, M Cuturi
Advances in Neural Information Processing Systems 32, 2019
232019
Dimension-free convergence rates for gradient Langevin dynamics in RKHS
B Muzellec, K Sato, M Massias, T Suzuki
Conference on Learning Theory, 1356-1420, 2022
42022
Near-optimal estimation of smooth transport maps with kernel sums-of-squares
B Muzellec, A Vacher, F Bach, FX Vialard, A Rudi
arXiv preprint arXiv:2112.01907, 2021
42021
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
JO Terrail, SS Ayed, E Cyffers, F Grimberg, C He, R Loeb, P Mangold, ...
arXiv preprint arXiv:2210.04620, 2022
22022
A note on optimizing distributions using kernel mean embeddings
B Muzellec, F Bach, A Rudi
arXiv preprint arXiv:2106.09994, 2021
22021
SecureFedYJ: a safe feature Gaussianization protocol for Federated Learning
T Marchand, B Muzellec, C Beguier, JO Terrail, M Andreux
arXiv preprint arXiv:2210.01639, 2022
2022
Learning PSD-valued functions using kernel sums-of-squares
B Muzellec, F Bach, A Rudi
arXiv preprint arXiv:2111.11306, 2021
2021
Leveraging regularization, projections and elliptical distributions in optimal transport
B Muzellec
Institut polytechnique de Paris, 2020
2020
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