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Aaron Lou
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Differentiating through the Fr\'echet Mean
A Lou, I Katsman, Q Jiang, S Belongie, SN Lim, C De Sa
ICML 2020, 2020
732020
Neural Manifold Ordinary Differential Equations
A Lou, D Lim, I Katsman, L Huang, Q Jiang, SN Lim, C De Sa
NeurIPS 2020, 2020
652020
Intrinsic dimension, persistent homology and generalization in neural networks
T Birdal, A Lou, LJ Guibas, U Simsekli
Advances in Neural Information Processing Systems 34, 6776-6789, 2021
442021
Reflected diffusion models
A Lou, S Ermon
International Conference on Machine Learning, 22675-22701, 2023
282023
Diffusion model alignment using direct preference optimization
B Wallace, M Dang, R Rafailov, L Zhou, A Lou, S Purushwalkam, S Ermon, ...
arXiv preprint arXiv:2311.12908, 2023
152023
Equivariant manifold flows
I Katsman, A Lou, D Lim, Q Jiang, SN Lim, CM De Sa
Advances in Neural Information Processing Systems 34, 10600-10612, 2021
152021
Discrete diffusion modeling by estimating the ratios of the data distribution
A Lou, C Meng, S Ermon
arXiv preprint arXiv:2310.16834, 2023
42023
Denoising diffusion bridge models
L Zhou, A Lou, S Khanna, S Ermon
arXiv preprint arXiv:2309.16948, 2023
42023
Riemannian residual neural networks
I Katsman, E Chen, S Holalkere, A Asch, A Lou, SN Lim, CM De Sa
Advances in Neural Information Processing Systems 36, 2024
32024
Equivariant Graph Neural Operator for Modeling 3D Dynamics
M Xu, J Han, A Lou, J Kossaifi, A Ramanathan, K Azizzadenesheli, ...
arXiv preprint arXiv:2401.11037, 2024
32024
Sequence modeling and design from molecular to genome scale with Evo
E Nguyen, M Poli, MG Durrant, AW Thomas, B Kang, J Sullivan, MY Ng, ...
bioRxiv, 2024.02. 27.582234, 2024
32024
Learning Complex Geometric Structures from Data with Deep Riemannian Manifolds
A Lou, M Nickel, M Mukadam, B Amos
3*2021
Scaling Riemannian Diffusion Models
A Lou, M Xu, S Ermon
arXiv preprint arXiv:2310.20030, 2023
12023
Adversarial Example Decomposition
H He, A Lou, Q Jiang, I Katsman, P Pawakapan, S Belongie, SN Lim
International Conference on Machine Learning, Workshop on Security and …, 2019
2019
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Articles 1–14