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2020 – today
- 2025
[c6]Fanqi Yan, Huy Nguyen, Le Quang Dung, Pedram Akbarian, Nhat Ho:
Understanding Expert Structures on Minimax Parameter Estimation in Contaminated Mixture of Experts. AISTATS 2025: 4501-4509- [c5]Huy Nguyen, Pedram Akbarian, Huyen Trang Pham, Thien Trang Nguyen Vu, Shujian Zhang, Nhat Ho:
Statistical Advantages of Perturbing Cosine Router in Mixture of Experts. ICLR 2025 - [i8]Fanqi Yan, Huy Nguyen, Pedram Akbarian, Nhat Ho, Alessandro Rinaldo:
Sigmoid Self-Attention is Better than Softmax Self-Attention: A Mixture-of-Experts Perspective. CoRR abs/2502.00281 (2025) - [i7]Fanqi Yan, Huy Nguyen, Dung Le, Pedram Akbarian, Nhat Ho, Alessandro Rinaldo:
On Minimax Estimation of Parameters in Softmax-Contaminated Mixture of Experts. CoRR abs/2505.18455 (2025) - 2024
- [c4]Huy Nguyen, Pedram Akbarian, Fanqi Yan, Nhat Ho:
Statistical Perspective of Top-K Sparse Softmax Gating Mixture of Experts. ICLR 2024 - [c3]Pedram Akbarian, Tongzheng Ren, Jiacheng Zhuo, Sujay Sanghavi, Nhat Ho:
Improving Computational Complexity in Statistical Models with Local Curvature Information. ICML 2024 - [c2]Huy Nguyen, Pedram Akbarian, Nhat Ho:
Is Temperature Sample Efficient for Softmax Gaussian Mixture of Experts? ICML 2024 - [c1]Huy Nguyen, Pedram Akbarian, TrungTin Nguyen, Nhat Ho:
A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts. ICML 2024 - [i6]Huy Nguyen, Pedram Akbarian, Nhat Ho:
Is Temperature Sample Efficient for Softmax Gaussian Mixture of Experts? CoRR abs/2401.13875 (2024) - [i5]Huy Nguyen, Pedram Akbarian, Trang Pham, Trang Nguyen, Shujian Zhang, Nhat Ho:
Statistical Advantages of Perturbing Cosine Router in Sparse Mixture of Experts. CoRR abs/2405.14131 (2024) - [i4]Pedram Akbarian, Huy Nguyen, Xing Han, Nhat Ho:
Quadratic Gating Functions in Mixture of Experts: A Statistical Insight. CoRR abs/2410.11222 (2024) - [i3]Fanqi Yan, Huy Nguyen, Dung Le, Pedram Akbarian, Nhat Ho:
Understanding Expert Structures on Minimax Parameter Estimation in Contaminated Mixture of Experts. CoRR abs/2410.12258 (2024) - 2023
- [i2]Huy Nguyen, Pedram Akbarian, Fanqi Yan, Nhat Ho:
Statistical Perspective of Top-K Sparse Softmax Gating Mixture of Experts. CoRR abs/2309.13850 (2023) - [i1]Huy Nguyen, Pedram Akbarian, TrungTin Nguyen, Nhat Ho:
A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts. CoRR abs/2310.14188 (2023)
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