Failure Modes of Variational Autoencoders and Their Effects on
Downstream Tasks

Failure Modes of Variational Autoencoders and Their Effects on Downstream Tasks

14 July 2020

Finale Doshi-Velez

Papers citing "Failure Modes of Variational Autoencoders and Their Effects on Downstream Tasks"

14 / 14 papers shown

Title
Data-driven Seasonal Climate Predictions via Variational Inference and Transformers Lluís Palma Alejandro Peraza David Civantos Amanda Duarte Stefano Materia Ángel G. Muñoz Jesús Peña Laia Romero Albert Soret Markus G. Donat AI4TS 53 0 0 26 Mar 2025
Physics and Deep Learning in Computational Wave Imaging Youzuo Lin Shihang Feng J. Theiler Yinpeng Chen Umberto Villa Jing Rao John Greenhall Cristian Pantea M. Anastasio B. Wohlberg 31 0 0 10 Oct 2024
Towards Model-Agnostic Posterior Approximation for Fast and Accurate Variational Autoencoders Yaniv Yacoby Weiwei Pan Finale Doshi-Velez DRL 18 0 0 13 Mar 2024
A Modular System for Enhanced Robustness of Multimedia Understanding Networks via Deep Parametric Estimation F. Barbato Umberto Michieli Mehmet Karim Yucel Pietro Zanuttigh Mete Ozay 23 2 0 28 Feb 2024
HyperSINDy: Deep Generative Modeling of Nonlinear Stochastic Governing Equations Mozes Jacobs Bingni W. Brunton Steven L. Brunton J. Nathan Kutz Ryan V. Raut 11 8 0 07 Oct 2023
ARTxAI: Explainable Artificial Intelligence Curates Deep Representation Learning for Artistic Images using Fuzzy Techniques Javier Fumanal-Idocin Javier Andreu-Perez O. Cordón H. Hagras H. Bustince 25 7 0 29 Aug 2023
Towards a Taxonomy for the Use of Synthetic Data in Advanced Analytics Peter Kowalczyk Giacomo Welsch Frédéric Thiesse 28 2 0 05 Dec 2022
Identifiability of deep generative models without auxiliary information Bohdan Kivva Goutham Rajendran Pradeep Ravikumar Bryon Aragam DRL 18 48 0 20 Jun 2022
The Deep Generative Decoder: MAP estimation of representations improves modeling of single-cell RNA data Viktoria Schuster A. Krogh 19 4 0 13 Oct 2021
Challenging the Semi-Supervised VAE Framework for Text Classification G. Felhi Joseph Le Roux Djamé Seddah BDL 16 2 0 27 Sep 2021
Unsupervised Learning of Disentangled Speech Content and Style Representation Andros Tjandra Ruoming Pang Yu Zhang Shigeki Karita BDL DRL 15 15 0 24 Oct 2020
Controlling the Interaction Between Generation and Inference in Semi-Supervised Variational Autoencoders Using Importance Weighting G. Felhi Joseph Leroux Djamé Seddah BDL 16 1 0 13 Oct 2020
Independent Subspace Analysis for Unsupervised Learning of Disentangled Representations Jan Stühmer Richard E. Turner Sebastian Nowozin DRL BDL CoGe 109 25 0 05 Sep 2019
Language as a Latent Variable: Discrete Generative Models for Sentence Compression Yishu Miao Phil Blunsom 196 223 0 23 Sep 2016