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Huy Nguyen
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Year
On Robust Optimal Transport: Computational Complexity and Barycenter Computation
H Nguyen*, K Le*, QM Nguyen, T Pham, H Bui, N Ho
Advances in Neural Information Processing Systems, 2021
302021
Hierarchical Sliced Wasserstein Distance
K Nguyen, T Ren, H Nguyen, L Rout, T Nguyen, N Ho
International Conference on Learning Representations, 2023
232023
Entropic Gromov-Wasserstein between Gaussian Distributions
H Nguyen*, K Le*, DQ Le*, D Do, T Pham, N Ho
International Conference on Machine Learning, 2022
172022
EPEM: Efficient parameter estimation for multiple class monotone missing data
T Nguyen, DHM Nguyen, H Nguyen, BT Nguyen, BA Wade
Information Sciences 567, 1-22, 2021
102021
Demystifying softmax gating function in Gaussian mixture of experts
H Nguyen, TT Nguyen, N Ho
Advances in Neural Information Processing Systems, 2023
9*2023
On Multimarginal Partial Optimal Transport: Equivalent Forms and Computational Complexity
H Nguyen*, K Le*, K Nguyen, T Pham, N Ho
International Conference on Artificial Intelligence and Statistics, 2022
72022
Towards Convergence Rates for Parameter Estimation in Gaussian-gated Mixture of Experts
H Nguyen*, TT Nguyen*, K Nguyen, N Ho
International Conference on Artificial Intelligence and Statistic, 2024
52024
Statistical perspective of top-k sparse softmax gating mixture of experts
H Nguyen, P Akbarian, F Yan, N Ho
International Conference on Learning Representations, 2024
52024
Is Temperature Sample Efficient for Softmax Gaussian Mixture of Experts?
H Nguyen, P Akbarian, N Ho
arXiv preprint arXiv:2401.13875, 2024
32024
A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts
H Nguyen, P Akbarian, TT Nguyen, N Ho
arXiv preprint arXiv:2310.14188, 2023
32023
Fast Approximation of the Generalized Sliced-Wasserstein Distance
D Le*, H Nguyen*, K Nguyen*, T Nguyen*, N Ho
IEEE International Conference on Acoustics, Speech and Signal Processing, 2024
2*2024
On Least Squares Estimation in Softmax Gating Mixture of Experts
H Nguyen, N Ho, A Rinaldo
arXiv preprint arXiv:2402.02952, 2024
22024
FuseMoE: Mixture-of-Experts Transformers for Fleximodal Fusion
X Han, H Nguyen, C Harris, N Ho, S Saria
arXiv preprint arXiv:2402.03226, 2024
12024
On Parameter Estimation in Deviated Gaussian Mixture of Experts
H Nguyen, K Nguyen, N Ho
International Conference on Artificial Intelligence and Statistics, 2024
2024
CompeteSMoE--Effective Training of Sparse Mixture of Experts via Competition
Q Pham, G Do, H Nguyen, TT Nguyen, C Liu, M Sartipi, BT Nguyen, ...
arXiv preprint arXiv:2402.02526, 2024
2024
Minimax Optimal Rate for Parameter Estimation in Multivariate Deviated Models
D Do*, H Nguyen*, K Nguyen, N Ho
Advances in Neural Information Processing Systems 36, 2023
2023
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Articles 1–16