Robust Learning of Mixtures of Gaussians

12 July 2020

Papers citing "Robust Learning of Mixtures of Gaussians"

17 / 17 papers shown

Title
Learning High-dimensional Gaussians from Censored Data Arnab Bhattacharyya C. Daskalakis Themis Gouleakis Yuhao Wang 95 0 0 28 Apr 2025
Nonparametric MLE for Gaussian Location Mixtures: Certified Computation and Generic Behavior Yury Polyanskiy Mark Sellke 84 1 0 26 Mar 2025
Big Learning Expectation Maximization Yulai Cong Sijia Li 63 2 0 19 Dec 2023
Clustering Mixtures of Bounded Covariance Distributions Under Optimal Separation Ilias Diakonikolas Daniel M. Kane Jasper C. H. Lee Thanasis Pittas 75 1 0 19 Dec 2023
Learning Mixtures of Gaussians Using the DDPM Objective Kulin Shah Sitan Chen Adam R. Klivans DiffM 100 42 0 03 Jul 2023
A Spectral Algorithm for List-Decodable Covariance Estimation in Relative Frobenius Norm Ilias Diakonikolas D. Kane Jasper C. H. Lee Ankit Pensia Thanasis Pittas 98 1 0 01 May 2023
Tensor Moments of Gaussian Mixture Models: Theory and Applications João M. Pereira Joe Kileel T. Kolda 105 8 0 14 Feb 2022
Robust Voting Rules from Algorithmic Robust Statistics Allen Liu Ankur Moitra 46 4 0 13 Dec 2021
Clustering Mixtures with Almost Optimal Separation in Polynomial Time Jingkai Li Allen Liu 64 23 0 01 Dec 2021
Lower Bounds on the Total Variation Distance Between Mixtures of Two Gaussians Sami Davies A. Mazumdar S. Pal Cyrus Rashtchian 77 11 0 02 Sep 2021
Estimating Gaussian mixtures using sparse polynomial moment systems J. Lindberg Carlos Améndola J. Rodriguez 56 9 0 29 Jun 2021
Clustering Mixture Models in Almost-Linear Time via List-Decodable Mean Estimation Ilias Diakonikolas D. Kane Daniel Kongsgaard Jingkai Li Kevin Tian FedML 76 21 0 16 Jun 2021
Robust Model Selection and Nearly-Proper Learning for GMMs Jungshian Li Allen Liu Ankur Moitra 69 3 0 05 Jun 2021
Learning GMMs with Nearly Optimal Robustness Guarantees Allen Liu Ankur Moitra 50 15 0 19 Apr 2021
Robustly Learning Mixtures of $k$ Arbitrary Gaussians Ainesh Bakshi Ilias Diakonikolas Hengrui Jia D. Kane Pravesh Kothari Santosh Vempala 86 65 0 03 Dec 2020
Settling the Robust Learnability of Mixtures of Gaussians Allen Liu Ankur Moitra 81 42 0 06 Nov 2020
Online and Distribution-Free Robustness: Regression and Contextual Bandits with Huber Contamination Sitan Chen Frederic Koehler Ankur Moitra Morris Yau 78 35 0 08 Oct 2020