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James Thornton
James Thornton
Apple | University of Oxford
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Diffusion Schrödinger bridge with applications to score-based generative modeling
V De Bortoli*, J Thornton*, J Heng, A Doucet
Advances in Neural Information Processing Systems 34, 17695-17709, 2021
4042021
Riemannian score-based generative modeling
V De Bortoli, E Mathieu, M Hutchinson, J Thornton, YW Teh, A Doucet
Advances in Neural Information Processing Systems 35, 2022
1742022
Differentiable particle filtering via entropy-regularized optimal transport
J Thornton*, A Corenflos*, G Deligiannidis, A Doucet
International Conference on Machine Learning, 2100-2111, 2021
922021
Simulating diffusion bridges with score matching
J Heng, V De Bortoli, A Doucet, J Thornton
arXiv preprint arXiv:2111.07243, 2021
362021
Riemannian score-based generative modelling
VD Bortoli, E Mathieu, MJ Hutchinson, J Thornton, YW Teh, A Doucet
Advances in Neural Information Processing Systems, 46, 2022
212022
Riemannian Diffusion Schrödinger Bridge
J Thornton, M Hutchinson, E Mathieu, V De Bortoli, YW Teh, A Doucet
ICML 2022 Continuous time methods in ML, 2022
182022
Rethinking Initialization of the Sinkhorn Algorithm
J Thornton, M Cuturi
AISTATS 2023, 2022
102022
Contrasting Multiple Representations with the Multi-Marginal Matching Gap
Z Piran, M Klein, J Thornton, M Cuturi
arXiv preprint arXiv:2405.19532, 2024
32024
Simple ReFlow: Improved Techniques for Fast Flow Models
B Kim, YG Hsieh, M Klein, M Cuturi, JC Ye, B Kawar, J Thornton
arXiv preprint arXiv:2410.07815, 2024
12024
Differentiable Cost-Parameterized Monge Map Estimators
S Howard, G Deligiannidis, P Rebeschini, J Thornton
arXiv preprint arXiv:2406.08399, 2024
12024
Progressive Entropic Optimal Transport Solvers
P Kassraie, AA Pooladian, M Klein, J Thornton, J Niles-Weed, M Cuturi
arXiv preprint arXiv:2406.05061, 2024
12024
The Masked Bouncy Particle Sampler: A Parallel, Chromatic, Piecewise-Deterministic Markov Chain Monte Carlo Method
J Thornton
https://jtt94.github.io/papers/2020-masked-bps, 2020
12020
Sparse Repellency for Shielded Generation in Text-to-image Diffusion Models
M Kirchhof, J Thornton, P Ablin, L Béthune, E Ndiaye, M Cuturi
arXiv preprint arXiv:2410.06025, 2024
2024
Careful with that Scalpel: Improving Gradient Surgery with an EMA
YG Hsieh, J Thornton, E Ndiaye, M Klein, M Cuturi, P Ablin
arXiv preprint arXiv:2402.02998, 2024
2024
NeurIPS 2023 Workshop on Diffusion Models
CM Bahjat Kawar, Valentin De Bortoli, James Thornton, Charlotte Bunne ...
NeurIPS 2023, 2023
2023
Optimal transport based simulation methods for deep probabilistic models
J Thornton
University of Oxford, 2023
2023
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Artículos 1–16