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Guillaume Huguet
Guillaume Huguet
Université de Montréal; Mila
Verified email at mila.quebec
Title
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Year
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, ...
arXiv preprint arXiv:2302.00482, 2023
119*2023
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
372022
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
27*2021
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
262023
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
222023
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
212023
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
9*2023
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
82022
Assessing neural network representations during training using noise-resilient diffusion spectral entropy
D Liao, C Liu, BW Christensen, A Tong, G Huguet, G Wolf, M Nickel, ...
2024 58th Annual Conference on Information Sciences and Systems (CISS), 1-6, 2024
5*2024
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
42023
Sequence-Augmented SE (3)-Flow Matching For Conditional Protein Backbone Generation
G Huguet, J Vuckovic, K Fatras, E Thibodeau-Laufer, P Lemos, R Islam, ...
arXiv preprint arXiv:2405.20313, 2024
32024
A heat diffusion perspective on geodesic preserving dimensionality reduction
G Huguet, A Tong, E De Brouwer, Y Zhang, G Wolf, I Adelstein, ...
Advances in Neural Information Processing Systems 36, 2024
32024
Imageflownet: Forecasting multiscale trajectories of disease progression with irregularly-sampled longitudinal medical images
C Liu, K Xu, LL Shen, G Huguet, Z Wang, A Tong, D Bzdok, J Stewart, ...
arXiv preprint arXiv:2406.14794, 2024
22024
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
22023
Geometry-Aware Autoencoders for Metric Learning and Generative Modeling on Data Manifolds
X Sun, D Liao, K MacDonald, Y Zhang, G Huguet, G Wolf, I Adelstein, ...
ICML 2024 Workshop on Geometry-grounded Representation Learning and …, 2024
2024
Graph Fourier MMD for Signals on Graphs
S Leone, A Venkat, G Huguet, A Tong, G Wolf, S Krishnaswamy
2023 International Conference on Sampling Theory and Applications (SampTA), 1-6, 2023
2023
Étude d’algorithmes de simulation par chaînes de Markov non réversibles
G Huguet
2020
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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