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Sum-of-Squares Lower Bounds for Sparse PCA

23 July 2015

Papers citing "Sum-of-Squares Lower Bounds for Sparse PCA"

29 / 29 papers shown

Title
Sharp Analysis of Power Iteration for Tensor PCA Yuchen Wu Kangjie Zhou 163 1 0 02 Jan 2024
Distributional Hardness Against Preconditioned Lasso via Erasure-Robust Designs Jonathan A. Kelner Frederic Koehler Raghu Meka Dhruv Rohatgi 45 3 0 05 Mar 2022
Coordinate Descent Methods for Fractional Minimization Ganzhao Yuan 78 6 0 30 Jan 2022
Towards Sample-Optimal Compressive Phase Retrieval with Sparse and Generative Priors Zhaoqiang Liu Subhro Ghosh Jonathan Scarlett 59 18 0 29 Jun 2021
Sparse PCA: Algorithms, Adversarial Perturbations and Certificates Tommaso dÓrsi Pravesh Kothari Gleb Novikov David Steurer AAML 128 25 0 12 Nov 2020
Free Energy Wells and Overlap Gap Property in Sparse PCA Gerard Ben Arous Alexander S. Wein Ilias Zadik 73 34 0 18 Jun 2020
All-or-nothing statistical and computational phase transitions in sparse spiked matrix estimation Jean Barbier N. Macris Cynthia Rush 76 36 0 14 Jun 2020
Tensor Clustering with Planted Structures: Statistical Optimality and Computational Limits Yuetian Luo Anru R. Zhang 134 47 0 21 May 2020
Reducibility and Statistical-Computational Gaps from Secret Leakage Matthew Brennan Guy Bresler 99 91 0 16 May 2020
Information-theoretic limits of a multiview low-rank symmetric spiked matrix model Jean Barbier Galen Reeves 102 14 0 16 May 2020
Distributed Estimation for Principal Component Analysis: an Enlarged Eigenspace Analysis Xi Chen Jason D. Lee He Li Yun Yang 83 6 0 05 Apr 2020
The estimation error of general first order methods Michael Celentano Andrea Montanari Yuchen Wu 79 46 0 28 Feb 2020
Convergence and sample complexity of gradient methods for the model-free linear quadratic regulator problem Hesameddin Mohammadi A. Zare Mahdi Soltanolkotabi M. Jovanović 87 124 0 26 Dec 2019
0-1 phase transitions in sparse spiked matrix estimation Jean Barbier N. Macris 89 15 0 12 Nov 2019
The Overlap Gap Property in Principal Submatrix Recovery D. Gamarnik Aukosh Jagannath S. Sen 62 29 0 26 Aug 2019
Average-Case Lower Bounds for Learning Sparse Mixtures, Robust Estimation and Semirandom Adversaries Matthew Brennan Guy Bresler 133 12 0 08 Aug 2019
Notes on Computational Hardness of Hypothesis Testing: Predictions using the Low-Degree Likelihood Ratio Dmitriy Kunisky Alexander S. Wein Afonso S. Bandeira 99 148 0 26 Jul 2019
Subexponential-Time Algorithms for Sparse PCA Yunzi Ding Dmitriy Kunisky Alexander S. Wein Afonso S. Bandeira 177 63 0 26 Jul 2019
Optimal Average-Case Reductions to Sparse PCA: From Weak Assumptions to Strong Hardness Matthew Brennan Guy Bresler 70 51 0 20 Feb 2019
Mean Estimation with Sub-Gaussian Rates in Polynomial Time Samuel B. Hopkins 87 81 0 19 Sep 2018
Reducibility and Computational Lower Bounds for Problems with Planted Sparse Structure Matthew Brennan Guy Bresler Wasim Huleihel 134 110 0 19 Jun 2018
Bayesian estimation from few samples: community detection and related problems Samuel B. Hopkins David Steurer 107 63 0 30 Sep 2017
Exact tensor completion with sum-of-squares Aaron Potechin David Steurer 207 80 0 21 Feb 2017
Robust Sparse Estimation Tasks in High Dimensions Jerry Li 133 27 0 20 Feb 2017
Statistical Query Lower Bounds for Robust Estimation of High-dimensional Gaussians and Gaussian Mixtures Ilias Diakonikolas D. Kane Alistair Stewart 101 233 0 10 Nov 2016
A Non-generative Framework and Convex Relaxations for Unsupervised Learning Elad Hazan Tengyu Ma 112 19 0 04 Oct 2016
Fast spectral algorithms from sum-of-squares proofs: tensor decomposition and planted sparse vectors Samuel B. Hopkins T. Schramm Jonathan Shi David Steurer 164 139 0 08 Dec 2015
Finding a sparse vector in a subspace: Linear sparsity using alternating directions Qing Qu Ju Sun John N. Wright 129 112 0 15 Dec 2014
Sparse PCA via Covariance Thresholding Y. Deshpande Andrea Montanari 184 108 0 20 Nov 2013