Sparse Coding and Autoencoders

v1v2 (latest)

Sparse Coding and Autoencoders

12 August 2017

Akshay Rangamani

Anirbit Mukherjee

ArXiv (abs)PDF HTML

Papers citing "Sparse Coding and Autoencoders"

11 / 11 papers shown

Title
Sparse Autoencoder Neural Operators: Model Recovery in Function Spaces Bahareh Tolooshams Ailsa Shen A. Anandkumar 0 0 0 03 Sep 2025
From Flat to Hierarchical: Extracting Sparse Representations with Matching Pursuit Valérie Costa Thomas Fel Ekdeep Singh Lubana Bahareh Tolooshams Demba Ba 121 2 0 03 Jun 2025
Measuring Progress in Dictionary Learning for Language Model Interpretability with Board Game Models Adam Karvonen Benjamin Wright Can Rager Rico Angell Jannik Brinkmann Logan Smith C. M. Verdun David Bau Samuel Marks 141 35 0 31 Jul 2024
Robust Representation Learning for Privacy-Preserving Machine Learning: A Multi-Objective Autoencoder Approach Sofiane Ouaari Ali Burak Ünal Mete Akgün Nícolas Pfeifer 114 0 0 08 Sep 2023
Sparse-Inductive Generative Adversarial Hashing for Nearest Neighbor Search Hong Liu GAN 67 0 0 12 Jun 2023
Fundamental Limits of Two-layer Autoencoders, and Achieving Them with Gradient Methods Aleksandr Shevchenko Kevin Kögler Hamed Hassani Marco Mondelli DRL MLT 91 3 0 27 Dec 2022
Stable and Interpretable Unrolled Dictionary Learning Bahareh Tolooshams Demba E. Ba 150 18 0 31 May 2021
On the convergence of group-sparse autoencoders Emmanouil Theodosis Bahareh Tolooshams Pranay Tankala Abiy Tasissa Demba E. Ba 89 2 0 13 Feb 2021
Benefits of Jointly Training Autoencoders: An Improved Neural Tangent Kernel Analysis THANH VAN NGUYEN Raymond K. W. Wong Chinmay Hegde 115 13 0 27 Nov 2019
Convergence guarantees for RMSProp and ADAM in non-convex optimization and an empirical comparison to Nesterov acceleration Soham De Anirbit Mukherjee Enayat Ullah 187 106 0 18 Jul 2018
Autoencoders Learn Generative Linear Models THANH VAN NGUYEN Raymond K. W. Wong Chinmay Hegde DRL 105 4 0 02 Jun 2018