Learning Polynomials of Few Relevant Dimensions

28 April 2020

Papers citing "Learning Polynomials of Few Relevant Dimensions"

15 / 15 papers shown

Title
Learning Gaussian Multi-Index Models with Gradient Flow: Time Complexity and Directional Convergence Berfin Simsek Amire Bendjeddou Daniel Hsu 90 0 0 13 Nov 2024
Robust Feature Learning for Multi-Index Models in High Dimensions Alireza Mousavi-Hosseini Adel Javanmard Murat A. Erdogdu OOD AAML 85 1 0 21 Oct 2024
Learning Multi-Index Models with Neural Networks via Mean-Field Langevin Dynamics Alireza Mousavi-Hosseini Denny Wu Murat A. Erdogdu MLT AI4CE 48 6 0 14 Aug 2024
Repetita Iuvant: Data Repetition Allows SGD to Learn High-Dimensional Multi-Index Functions Luca Arnaboldi Yatin Dandi Florent Krzakala Luca Pesce Ludovic Stephan 86 13 0 24 May 2024
Nonlinear Meta-Learning Can Guarantee Faster Rates Dimitri Meunier Zhu Li Arthur Gretton Samory Kpotufe 52 6 0 20 Jul 2023
Learning Two-layer Neural Networks with Symmetric Inputs Rong Ge Rohith Kuditipudi Zhize Li Xiang Wang OOD MLT 87 57 0 16 Oct 2018
Sever: A Robust Meta-Algorithm for Stochastic Optimization Ilias Diakonikolas Gautam Kamath D. Kane Jerry Li Jacob Steinhardt Alistair Stewart 44 289 0 07 Mar 2018
Learning One-hidden-layer Neural Networks with Landscape Design Rong Ge Jason D. Lee Tengyu Ma MLT 91 260 0 01 Nov 2017
Riemannian SVRG: Fast Stochastic Optimization on Riemannian Manifolds Hongyi Zhang Sashank J. Reddi S. Sra 75 240 0 23 May 2016
The generalized Lasso with non-linear observations Y. Plan Roman Vershynin 100 199 0 13 Feb 2015
Analyzing Tensor Power Method Dynamics in Overcomplete Regime Anima Anandkumar Rong Ge Majid Janzamin 65 27 0 06 Nov 2014
Phase Retrieval via Wirtinger Flow: Theory and Algorithms Emmanuel Candes Xiaodong Li Mahdi Soltanolkotabi 96 1,282 0 03 Jul 2014
High-dimensional estimation with geometric constraints Y. Plan Roman Vershynin E. Yudovina 93 144 0 14 Apr 2014
Phase Retrieval using Alternating Minimization Praneeth Netrapalli Prateek Jain Sujay Sanghavi 132 632 0 02 Jun 2013
Online Identification and Tracking of Subspaces from Highly Incomplete Information Laura Balzano Robert D. Nowak Benjamin Recht 75 423 0 21 Jun 2010