Instability, Computational Efficiency and Statistical Accuracy

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Instability, Computational Efficiency and Statistical Accuracy

22 May 2020

Martin J. Wainwright

Michael I. Jordan

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Papers citing "Instability, Computational Efficiency and Statistical Accuracy"

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Title
Dataset Distillation from First Principles: Integrating Core Information Extraction and Purposeful Learning Vyacheslav Kungurtsev Yuanfang Peng Jianyang Gu Saeed Vahidian Anthony Quinn Fadwa Idlahcen Yiran Chen FedML DD 111 2 0 02 Sep 2024
Statistical Perspective of Top-K Sparse Softmax Gating Mixture of Experts Huy Nguyen Pedram Akbarian Fanqi Yan Nhat Ho MoE 106 18 0 25 Sep 2023
Sharp-SSL: Selective high-dimensional axis-aligned random projections for semi-supervised learning Tengyao Wang Yan Sun M. Gataric R. Samworth 56 1 0 18 Apr 2023
Beyond EM Algorithm on Over-specified Two-Component Location-Scale Gaussian Mixtures Zhaolin Ren Fuheng Cui Sujay Sanghavi Nhat Ho 85 3 0 23 May 2022
An Exponentially Increasing Step-size for Parameter Estimation in Statistical Models Nhat Ho Zhaolin Ren Sujay Sanghavi Purnamrita Sarkar Rachel A. Ward 72 3 0 16 May 2022
Network Gradient Descent Algorithm for Decentralized Federated Learning Shuyuan Wu Danyang Huang Hansheng Wang FedML 64 11 0 06 May 2022
Improving Computational Complexity in Statistical Models with Second-Order Information Zhaolin Ren Jiacheng Zhuo Sujay Sanghavi Nhat Ho 37 1 0 09 Feb 2022
Generalization in Supervised Learning Through Riemannian Contraction L. Kozachkov Patrick M. Wensing Jean-Jacques E. Slotine MLT 81 9 0 17 Jan 2022
Towards Statistical and Computational Complexities of Polyak Step Size Gradient Descent Zhaolin Ren Fuheng Cui Alexia Atsidakou Sujay Sanghavi Nhat Ho 25 6 0 15 Oct 2021
An Analysis of Constant Step Size SGD in the Non-convex Regime: Asymptotic Normality and Bias Lu Yu Krishnakumar Balasubramanian S. Volgushev Murat A. Erdogdu 106 52 0 14 Jun 2020
A Diffusion Process Perspective on Posterior Contraction Rates for Parameters Wenlong Mou Nhat Ho Martin J. Wainwright Peter L. Bartlett Michael I. Jordan 57 16 0 03 Sep 2019