Guillaume Huguet
Guillaume Huguet
Université de Montréal; Mila
Verified email at
Cited by
Cited by
Improving and generalizing flow-based generative models with minibatch optimal transport
A Tong, N Malkin, G Huguet, Y Zhang, J Rector-Brooks, K Fatras, G Wolf, ...
ICML Workshop on New Frontiers in Learning, Control, and Dynamical Systems, 2023
Diffusion earth mover’s distance and distribution embeddings
AY Tong, G Huguet, A Natik, K MacDonald, M Kuchroo, R Coifman, ...
International Conference on Machine Learning, 10336-10346, 2021
Manifold interpolating optimal-transport flows for trajectory inference
G Huguet, DS Magruder, A Tong, O Fasina, M Kuchroo, G Wolf, ...
Advances in Neural Information Processing Systems 35, 29705-29718, 2022
Embedding signals on graphs with unbalanced diffusion earth mover’s distance
A Tong, G Huguet, D Shung, A Natik, M Kuchroo, G Lajoie, G Wolf, ...
ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022
Geodesic Sinkhorn For Fast and Accurate Optimal Transport on Manifolds
G Huguet, A Tong, MR Zapatero, CJ Tape, G Wolf, S Krishnaswamy
2023 IEEE 33rd International Workshop on Machine Learning for Signal …, 2023
Simulation-free Schr\" odinger bridges via score and flow matching
A Tong, N Malkin, K Fatras, L Atanackovic, Y Zhang, G Huguet, G Wolf, ...
arXiv preprint arXiv:2307.03672, 2023
Single-cell analysis reveals inflammatory interactions driving macular degeneration
M Kuchroo, M DiStasio, E Song, E Calapkulu, L Zhang, M Ige, AH Sheth, ...
Nature Communications 14 (1), 2589, 2023
Time-inhomogeneous diffusion geometry and topology
G Huguet, A Tong, B Rieck, J Huang, M Kuchroo, M Hirn, G Wolf, ...
SIAM Journal on Mathematics of Data Science 5 (2), 346-372, 2023
A Heat Diffusion Perspective on Geodesic Preserving Dimensionality Reduction
G Huguet, A Tong, E De Brouwer, Y Zhang, G Wolf, I Adelstein, ...
arXiv preprint arXiv:2305.19043, 2023
SE (3)-Stochastic Flow Matching for Protein Backbone Generation
AJ Bose, T Akhound-Sadegh, K Fatras, G Huguet, J Rector-Brooks, ...
arXiv preprint arXiv:2310.02391, 2023
Neural FIM for learning Fisher information metrics from point cloud data
O Fasina, G Huguet, A Tong, Y Zhang, G Wolf, M Nickel, I Adelstein, ...
International Conference on Machine Learning, 9814-9826, 2023
Graph Fourier MMD for Signals on Graphs
S Leone, A Venkat, G Huguet, A Tong, G Wolf, S Krishnaswamy
arXiv preprint arXiv:2306.02508, 2023
Étude d’algorithmes de simulation par chaînes de Markov non réversibles
G Huguet
Assessing Neural Network Representations During Training Using Data Diffusion Spectra
D Liao, C Liu, A Tong, G Huguet, G Wolf, M Nickel, I Adelstein, ...
Topological Analysis of Single-Cell Hierarchy Reveals Inflammatory Glial Landscape of Macular Degeneration
M Kuchroo, M DiStasio, E Song, E Calapkulu, L Zhang, M Ige, AH Sheth, ...
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