Pedram Akbarian

14 papers A* 5A 1Journal 8

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	On Minimax Estimation of Parameters in Softmax-Contaminated Mixture of Experts. CoRR Fanqi Yan, Huy Nguyen, Dung Le, Pedram Akbarian, Nhat Ho, Alessandro Rinaldo
2025	J	`jnl`	Sigmoid Self-Attention is Better than Softmax Self-Attention: A Mixture-of-Experts Perspective. CoRR Fanqi Yan, Huy Nguyen, Pedram Akbarian, Nhat Ho, Alessandro Rinaldo
2025	A*	`conf`	Statistical Advantages of Perturbing Cosine Router in Mixture of Experts. ICLR Huy Nguyen, Pedram Akbarian, Huyen Trang Pham, Thien Trang Nguyen Vu, Shujian Zhang, Nhat Ho
2025	A	`conf`	Understanding Expert Structures on Minimax Parameter Estimation in Contaminated Mixture of Experts. AISTATS Fanqi Yan, Huy Nguyen, Le Quang Dung, Pedram Akbarian, Nhat Ho
2024	A*	`conf`	A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts. ICML Huy Nguyen, Pedram Akbarian, TrungTin Nguyen, Nhat Ho
2024	A*	`conf`	Improving Computational Complexity in Statistical Models with Local Curvature Information. ICML Pedram Akbarian, Tongzheng Ren, Jiacheng Zhuo, Sujay Sanghavi, Nhat Ho
2024	A*	`conf`	Is Temperature Sample Efficient for Softmax Gaussian Mixture of Experts? ICML Huy Nguyen, Pedram Akbarian, Nhat Ho
2024	J	`jnl`	Is Temperature Sample Efficient for Softmax Gaussian Mixture of Experts? CoRR Huy Nguyen, Pedram Akbarian, Nhat Ho
2024	J	`jnl`	Quadratic Gating Functions in Mixture of Experts: A Statistical Insight. CoRR Pedram Akbarian, Huy Nguyen, Xing Han, Nhat Ho
2024	J	`jnl`	Statistical Advantages of Perturbing Cosine Router in Sparse Mixture of Experts. CoRR Huy Nguyen, Pedram Akbarian, Trang Pham, Trang Nguyen, Shujian Zhang, Nhat Ho
2024	A*	`conf`	Statistical Perspective of Top-K Sparse Softmax Gating Mixture of Experts. ICLR Huy Nguyen, Pedram Akbarian, Fanqi Yan, Nhat Ho
2024	J	`jnl`	Understanding Expert Structures on Minimax Parameter Estimation in Contaminated Mixture of Experts. CoRR Fanqi Yan, Huy Nguyen, Dung Le, Pedram Akbarian, Nhat Ho
2023	J	`jnl`	A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts. CoRR Huy Nguyen, Pedram Akbarian, TrungTin Nguyen, Nhat Ho
2023	J	`jnl`	Statistical Perspective of Top-K Sparse Softmax Gating Mixture of Experts. CoRR Huy Nguyen, Pedram Akbarian, Fanqi Yan, Nhat Ho