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Guillaume Huguet
Guillaume Huguet
Université de Montréal; Mila
Zweryfikowany adres z mila.quebec
Tytuł
Cytowane przez
Cytowane przez
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Improving and generalizing flow-based generative models with minibatch optimal transport
A Tong, K Fatras, N Malkin, G Huguet, Y Zhang, J Rector-Brooks, G Wolf, ...
arXiv preprint arXiv:2302.00482, 2023
242*2023
Se (3)-stochastic flow matching for protein backbone generation
AJ Bose, T Akhound-Sadegh, G Huguet, K Fatras, J Rector-Brooks, ...
arXiv preprint arXiv:2310.02391, 2023
582023
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
522022
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
432023
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
372023
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
33*2021
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
182024
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
13*2023
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
10*2024
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
102022
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, 6986-7016, 2023
82023
Imageflownet: Forecasting multiscale image-level 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
72024
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
6*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
52023
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
32023
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
12023
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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