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Notes on computational-to-statistical gaps: predictions using statistical physics

29 March 2018

Papers citing "Notes on computational-to-statistical gaps: predictions using statistical physics"

33 / 33 papers shown

Title
Dynamic angular synchronization under smoothness constraints Ernesto Araya Ning Zhang Hemant Tyagi 128 0 0 06 Jun 2024
A Random Matrix Approach to Low-Multilinear-Rank Tensor Approximation Hugo Lebeau Florent Chatelain Romain Couillet 156 3 0 05 Feb 2024
Bayesian estimation from few samples: community detection and related problems Samuel B. Hopkins David Steurer 88 63 0 30 Sep 2017
On the Optimization Landscape of Tensor Decompositions Rong Ge Tengyu Ma 111 92 0 18 Jun 2017
Community Detection in Hypergraphs, Spiked Tensor Models, and Sum-of-Squares Chiheon Kim Afonso S. Bandeira M. Goemans 54 55 0 08 May 2017
No Spurious Local Minima in Nonconvex Low Rank Problems: A Unified Geometric Analysis Rong Ge Chi Jin Yi Zheng 140 436 0 03 Apr 2017
Community Detection and Stochastic Block Models Emmanuel Abbe 138 1,200 0 29 Mar 2017
Exact tensor completion with sum-of-squares Aaron Potechin David Steurer 178 80 0 21 Feb 2017
Statistical and computational phase transitions in spiked tensor estimation T. Lesieur Léo Miolane Marc Lelarge Florent Krzakala Lenka Zdeborová 94 120 0 27 Jan 2017
Statistical limits of spiked tensor models Amelia Perry Alexander S. Wein Afonso S. Bandeira 79 80 0 22 Dec 2016
Message-passing algorithms for synchronization problems over compact groups Amelia Perry Alexander S. Wein Afonso S. Bandeira Ankur Moitra 95 85 0 14 Oct 2016
Polynomial-time Tensor Decompositions with Sum-of-Squares Tengyu Ma Jonathan Shi David Steurer 203 121 0 06 Oct 2016
Optimality and Sub-optimality of PCA for Spiked Random Matrices and Synchronization Amelia Perry Alexander S. Wein Afonso S. Bandeira Ankur Moitra 125 59 0 19 Sep 2016
Mutual information for symmetric rank-one matrix estimation: A proof of the replica formula Jean Barbier M. Dia N. Macris Florent Krzakala T. Lesieur Lenka Zdeborova 93 174 0 13 Jun 2016
Mutual Information in Rank-One Matrix Estimation Florent Krzakala Jiaming Xu Lenka Zdeborová 64 79 0 28 Mar 2016
Detection in the stochastic block model with multiple clusters: proof of the achievability conjectures, acyclic BP, and the information-computation gap Emmanuel Abbe Colin Sandon 141 120 0 30 Dec 2015
Fast spectral algorithms from sum-of-squares proofs: tensor decomposition and planted sparse vectors Samuel B. Hopkins T. Schramm Jonathan Shi David Steurer 118 139 0 08 Dec 2015
Statistical physics of inference: Thresholds and algorithms Lenka Zdeborová Florent Krzakala AI4CE 89 427 0 08 Nov 2015
MMSE of probabilistic low-rank matrix estimation: Universality with respect to the output channel T. Lesieur Florent Krzakala Lenka Zdeborová 96 109 0 14 Jul 2015
Tensor principal component analysis via sum-of-squares proofs Samuel B. Hopkins Jonathan Shi David Steurer 115 168 0 12 Jul 2015
Decomposing Overcomplete 3rd Order Tensors using Sum-of-Squares Algorithms Rong Ge Tengyu Ma 113 66 0 21 Apr 2015
Phase Transitions in Sparse PCA T. Lesieur Florent Krzakala Lenka Zdeborova 125 82 0 01 Mar 2015
A statistical model for tensor PCA Andrea Montanari E. Richard 87 266 0 04 Nov 2014
Dictionary Learning and Tensor Decomposition via the Sum-of-Squares Method Boaz Barak Jonathan A. Kelner David Steurer 97 189 0 06 Jul 2014
Computational Lower Bounds for Community Detection on Random Graphs Bruce Hajek Yihong Wu Jiaming Xu 145 117 0 25 Jun 2014
Non-negative Principal Component Analysis: Message Passing Algorithms and Sharp Asymptotics Andrea Montanari E. Richard 105 106 0 18 Jun 2014
Sum-of-squares proofs and the quest toward optimal algorithms Boaz Barak David Steurer 75 138 0 21 Apr 2014
Information-theoretically Optimal Sparse PCA Y. Deshpande Andrea Montanari 102 144 0 10 Feb 2014
Rounding Sum-of-Squares Relaxations Boaz Barak Jonathan A. Kelner David Steurer 81 126 0 23 Dec 2013
Computational barriers in minimax submatrix detection Zongming Ma Yihong Wu 237 152 0 23 Sep 2013
State Evolution for General Approximate Message Passing Algorithms, with Applications to Spatial Coupling Adel Javanmard Andrea Montanari 83 265 0 21 Nov 2012
Optimal detection of sparse principal components in high dimension Quentin Berthet Philippe Rigollet 148 284 0 23 Feb 2012
Message Passing Algorithms for Compressed Sensing D. Donoho A. Maleki Andrea Montanari 113 2,366 0 21 Jul 2009