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New Algorithms for Learning Incoherent and Overcomplete Dictionaries

28 August 2013

Papers citing "New Algorithms for Learning Incoherent and Overcomplete Dictionaries"

50 / 103 papers shown

Title
Personalized Convolutional Dictionary Learning of Physiological Time Series Axel Roques Samuel Gruffaz Kyurae Kim Alain Durmus Laurent Oudre 77 0 0 10 Mar 2025
The Complexity of Learning Sparse Superposed Features with Feedback Akash Kumar 482 0 0 08 Feb 2025
Towards scientific discovery with dictionary learning: Extracting biological concepts from microscopy foundation models Konstantin Donhauser Kristina Ulicna Gemma Elyse Moran Aditya Ravuri Kian Kenyon-Dean Cian Eastwood Jason Hartford 161 0 0 20 Dec 2024
Efficient Matrix Factorization Via Householder Reflections Anirudh Dash Aditya Siripuram 49 0 0 13 May 2024
Estimation of Models with Limited Data by Leveraging Shared Structure Maryann Rui Thibaut Horel M. Dahleh 28 0 0 04 Oct 2023
Personalized Dictionary Learning for Heterogeneous Datasets Geyu Liang Naichen Shi Raed Al Kontar Salar Fattahi 83 6 0 24 May 2023
Convergence of alternating minimisation algorithms for dictionary learning Simon Ruetz Karin Schnass 85 0 0 04 Apr 2023
Hiding Data Helps: On the Benefits of Masking for Sparse Coding Muthuraman Chidambaram Chenwei Wu Yu Cheng Rong Ge 79 0 0 24 Feb 2023
$Learning Trees of $\ell_0$-Minimization Problems$ Learning Trees of $\ell_0$ -Minimization Problems G. Welper 64 0 0 06 Feb 2023
Learning Large Scale Sparse Models A. Dhingra Jie Shen Nicholas Kleene 45 0 0 26 Jan 2023
Simple Alternating Minimization Provably Solves Complete Dictionary Learning Geyu Liang G. Zhang Salar Fattahi Richard Y. Zhang 83 6 0 23 Oct 2022
Dictionary Learning for the Almost-Linear Sparsity Regime A. Novikov Stephen White 29 1 0 19 Oct 2022
Masked prediction tasks: a parameter identifiability view Bingbin Liu Daniel J. Hsu Pradeep Ravikumar Andrej Risteski SSL OOD 67 4 0 18 Feb 2022
Deep learning based dictionary learning and tomographic image reconstruction Jevgenija Rudzusika Thomas Koehler Ozan Oktem 88 3 0 26 Aug 2021
Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling Chuizheng Meng Sirisha Rambhatla Yan Liu FedML 91 127 0 09 Jun 2021
Stable and Interpretable Unrolled Dictionary Learning Bahareh Tolooshams Demba E. Ba 77 16 0 31 May 2021
Non-Convex Compressed Sensing with Training Data G. Welper 65 1 0 20 Jan 2021
Online nonnegative CP-dictionary learning for Markovian data Hanbaek Lyu Christopher Strohmeier Deanna Needell 62 10 0 16 Sep 2020
Provable Online CP/PARAFAC Decomposition of a Structured Tensor via Dictionary Learning Sirisha Rambhatla Xingguo Li Jarvis Haupt 35 13 0 30 Jun 2020
Recovery and Generalization in Over-Realized Dictionary Learning Jeremias Sulam Chong You Zhihui Zhu FedML 64 8 0 11 Jun 2020
Feature Purification: How Adversarial Training Performs Robust Deep Learning Zeyuan Allen-Zhu Yuanzhi Li MLT AAML 122 151 0 20 May 2020
Encoder blind combinatorial compressed sensing Michael Murray Jared Tanner 17 0 0 10 Apr 2020
Making Method of Moments Great Again? -- How can GANs learn distributions Yuanzhi Li Zehao Dou GAN 64 5 0 09 Mar 2020
Manifold Gradient Descent Solves Multi-Channel Sparse Blind Deconvolution Provably and Efficiently Laixi Shi Yuejie Chi 86 26 0 25 Nov 2019
Dictionary Learning with BLOTLESS Update Qi Yu Wei Dai Zoran Cvetkovic Jubo Zhu 57 6 0 24 Jun 2019
Recursive Sketches for Modular Deep Learning Badih Ghazi Rina Panigrahy Joshua R. Wang 78 20 0 29 May 2019
Approximate Guarantees for Dictionary Learning Aditya Bhaskara W. Tai 30 2 0 28 May 2019
Learning Mixtures of Separable Dictionaries for Tensor Data: Analysis and Algorithms Mohsen Ghassemi Z. Shakeri Anand D. Sarwate W. Bajwa 77 16 0 22 Mar 2019
NOODL: Provable Online Dictionary Learning and Sparse Coding Sirisha Rambhatla Xingguo Li Jarvis Haupt 74 18 0 28 Feb 2019
$Unique Sharp Local Minimum in $\ell_1$-minimization Complete Dictionary Learning$ Unique Sharp Local Minimum in $\ell_1$ -minimization Complete Dictionary Learning Yu Wang Siqi Wu Bin Yu 58 5 0 22 Feb 2019
A Local Regret in Nonconvex Online Learning Sergul Aydore Lee H. Dicker Dean Phillips Foster 117 4 0 13 Nov 2018
Subgradient Descent Learns Orthogonal Dictionaries Yu Bai Qijia Jiang Ju Sun 165 51 0 25 Oct 2018
Fast greedy algorithms for dictionary selection with generalized sparsity constraints K. Fujii Tasuku Soma 29 6 0 07 Sep 2018
Identifiability of Complete Dictionary Learning Jérémy E. Cohen Nicolas Gillis 58 7 0 27 Aug 2018
Autoencoders Learn Generative Linear Models THANH VAN NGUYEN Raymond K. W. Wong Chinmay Hegde DRL 51 4 0 02 Jun 2018
Analysis of Fast Structured Dictionary Learning S. Ravishankar A. Ma Deanna Needell 57 12 0 31 May 2018
Dictionary Learning for Adaptive GPR Landmine Classification F. Giovanneschi Kumar Vijay Mishra M. González-Huici Yonina C. Eldar J. Ender 46 38 0 24 May 2018
Compressed Dictionary Learning Karin Schnass Flávio C. A. Teixeira 62 5 0 02 May 2018
On Learning Sparsely Used Dictionaries from Incomplete Samples THANH VAN NGUYEN Akshay Soni Chinmay Hegde 35 2 0 24 Apr 2018
Towards Learning Sparsely Used Dictionaries with Arbitrary Supports Pranjal Awasthi Aravindan Vijayaraghavan 37 7 0 23 Apr 2018
Dictionary learning -- from local towards global and adaptive Marie Christine Pali Karin Schnass CLL 71 5 0 19 Apr 2018
Sparse Gaussian ICA Nilin Abrahamsen Philippe Rigollet CML 61 3 0 02 Apr 2018
An Analysis of the t-SNE Algorithm for Data Visualization Sanjeev Arora Wei Hu Pravesh Kothari 91 154 0 05 Mar 2018
Analysis of Fast Alternating Minimization for Structured Dictionary Learning S. Ravishankar A. Ma Deanna Needell 28 0 0 01 Feb 2018
Sparse and Low-rank Tensor Estimation via Cubic Sketchings Botao Hao Anru R. Zhang Guang Cheng 106 51 0 29 Jan 2018
Non-convex Optimization for Machine Learning Prateek Jain Purushottam Kar 194 487 0 21 Dec 2017
Identifiability of Kronecker-structured Dictionaries for Tensor Data Z. Shakeri Anand D. Sarwate W. Bajwa 69 12 0 10 Dec 2017
Convolutional Phase Retrieval via Gradient Descent Qing Qu Yuqian Zhang Yonina C. Eldar John N. Wright 101 30 0 03 Dec 2017
Provably Accurate Double-Sparse Coding THANH VAN NGUYEN Raymond K. W. Wong Chinmay Hegde 59 2 0 09 Nov 2017
Alternating minimization for dictionary learning: Local Convergence Guarantees Niladri S. Chatterji Peter L. Bartlett 77 26 0 09 Nov 2017