Akbarian, Pedram

8 publications

NeurIPS 2025 On Minimax Estimation of Parameters in SoftMax-Contaminated Mixture of Experts Fanqi Yan, Huy Nguyen, Le Quang Dung, Pedram Akbarian, Nhat Ho, Alessandro Rinaldo

ICLR 2025 Statistical Advantages of Perturbing Cosine Router in Mixture of Experts Huy Nguyen, Pedram Akbarian, Huyen Trang Pham, Thien Trang Nguyen Vu, Shujian Zhang, Nhat Ho

AISTATS 2025 Understanding Expert Structures on Minimax Parameter Estimation in Contaminated Mixture of Experts Fanqi Yan, Huy Nguyen, Le Quang Dung, Pedram Akbarian, Nhat Ho

ICML 2024 A General Theory for SoftMax Gating Multinomial Logistic Mixture of Experts Huy Nguyen, Pedram Akbarian, Trungtin Nguyen, Nhat Ho

ICML 2024 Improving Computational Complexity in Statistical Models with Local Curvature Information Pedram Akbarian, Tongzheng Ren, Jiacheng Zhuo, Sujay Sanghavi, Nhat Ho

ICML 2024 Is Temperature Sample Efficient for SoftMax Gaussian Mixture of Experts? Huy Nguyen, Pedram Akbarian, Nhat Ho

ICLR 2024 Statistical Perspective of Top-K Sparse SoftMax Gating Mixture of Experts Huy Nguyen, Pedram Akbarian, Fanqi Yan, Nhat Ho

NeurIPSW 2022 Improving Counterfactual Explanations for Time Series Classification Models in Healthcare Settings Tina Han, Jette Henderson, Pedram Akbarian, Joydeep Ghosh