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Pedram  Akbarian
Pedram Akbarian
Ph.D. student, UT Austin
Verified email at utexas.edu - Homepage
Title
Cited by
Cited by
Year
Statistical Perspective of Top-K Sparse Softmax Gating Mixture of Experts
H Nguyen, P Akbarian, F Yan, N Ho
International Conference on Learning Representation (ICLR), 2024
142024
Is Temperature Sample Efficient for Softmax Gaussian Mixture of Experts?
H Nguyen, P Akbarian, N Ho
International Conference on Machine Learning (ICML), 2024
82024
A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts
H Nguyen, P Akbarian, TT Nguyen, N Ho
International Conference on Machine Learning (ICML), 2024
62024
Understanding expert structures on minimax parameter estimation in contaminated mixture of experts
F Yan, H Nguyen, D Le, P Akbarian, N Ho
International Conference on Artificial Intelligence and Statistics (AISTATS …, 2025
12025
Statistical Advantages of Perturbing Cosine Router in Sparse Mixture of Experts
H Nguyen, P Akbarian, T Pham, T Nguyen, S Zhang, N Ho
International Conference on Learning Representations (ICLR), 2025
12025
Quadratic Gating Functions in Mixture of Experts: A Statistical Insight
P Akbarian*, H Nguyen*, X Han*, N Ho
arXiv preprint arXiv:2410.11222, 2024
12024
Sigmoid Self-Attention is Better than Softmax Self-Attention: A Mixture-of-Experts Perspective
F Yan, H Nguyen, P Akbarian, N Ho, A Rinaldo
arXiv preprint arXiv:2502.00281, 2025
2025
Improving Computational Complexity in Statistical Models with Local Curvature Information
P Akbarian*, T Ren*, J Zhuo, S Sanghavi, N Ho
International Conference on Machine Learning (ICML), 2024
2024
Improving Counterfactual Explanations for Time Series Classification Models in Healthcare Settings
T Han, J Henderson, P Akbarian, J Ghosh
NeurIPS 2022 Workshop on Learning from Time Series for Health, 2022
2022
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