Don't Blame the ELBO! A Linear VAE Perspective on Posterior Collapse

6 November 2019

Papers citing "Don't Blame the ELBO! A Linear VAE Perspective on Posterior Collapse"

37 / 37 papers shown

Title
RevCD -- Reversed Conditional Diffusion for Generalized Zero-Shot Learning William Heyden Habib Ullah M. Salman Siddiqui Fadi Al Machot DiffM 31 0 0 31 Aug 2024
Remove Symmetries to Control Model Expressivity and Improve Optimization Liu Ziyin Yizhou Xu Isaac Chuang AAML 38 1 0 28 Aug 2024
LLM Reading Tea Leaves: Automatically Evaluating Topic Models with Large Language Models Xiaohao Yang He Zhao Dinh Q. Phung Wray L. Buntine Lan Du ALM ELM 73 2 0 13 Jun 2024
Matching aggregate posteriors in the variational autoencoder Surojit Saha Sarang Joshi Ross T. Whitaker DRL 34 4 0 13 Nov 2023
Causal Dynamic Variational Autoencoder for Counterfactual Regression in Longitudinal Data Mouad El Bouchattaoui Myriam Tami Benoit Lepetit P. Cournède CML OOD 68 2 0 16 Oct 2023
How good are variational autoencoders at transfer learning? Lisa Bonheme M. Grzes OOD DRL 23 2 0 21 Apr 2023
Event Temporal Relation Extraction with Bayesian Translational Model Xingwei Tan Gabriele Pergola Yulan He AI4TS 29 6 0 10 Feb 2023
Masked Vector Quantization David D. Nguyen David Leibowitz Surya Nepal S. Kanhere MQ 13 0 0 16 Jan 2023
PVGRU: Generating Diverse and Relevant Dialogue Responses via Pseudo-Variational Mechanism Yongkang Liu Shi Feng Daling Wang Yifei Zhang Hinrich Schütze 28 6 0 18 Dec 2022
Multimodal Transformer for Parallel Concatenated Variational Autoencoders Stephen D. Liang J. Mendel ViT 24 5 0 28 Oct 2022
On the failure of variational score matching for VAE models W. K. Li DRL 15 1 0 24 Oct 2022
Auto-Encoding Goodness of Fit A. Palmer Zhiyi Chi Derek Aguiar J. Bi 41 1 0 12 Oct 2022
What shapes the loss landscape of self-supervised learning? Liu Ziyin Ekdeep Singh Lubana Masakuni Ueda Hidenori Tanaka 50 20 0 02 Oct 2022
Learning to Drop Out: An Adversarial Approach to Training Sequence VAEs Ðorðe Miladinovic Kumar Shridhar Kushal Kumar Jain Max B. Paulus J. M. Buhmann Mrinmaya Sachan Carl Allen DRL 23 5 0 26 Sep 2022
On the Convergence of the ELBO to Entropy Sums Jörg Lücke Jan Warnken 31 3 0 07 Sep 2022
Auto-regressive Image Synthesis with Integrated Quantization Fangneng Zhan Yingchen Yu Rongliang Wu Jiahui Zhang Kai Cui Changgong Zhang Shijian Lu 35 10 0 21 Jul 2022
Embrace the Gap: VAEs Perform Independent Mechanism Analysis Patrik Reizinger Luigi Gresele Jack Brady Julius von Kügelgen Dominik Zietlow Bernhard Schölkopf Georg Martius Wieland Brendel M. Besserve DRL 35 19 0 06 Jun 2022
How do Variational Autoencoders Learn? Insights from Representational Similarity Lisa Bonheme M. Grzes CoGe SSL DRL 27 10 0 17 May 2022
Encoding Domain Knowledge in Multi-view Latent Variable Models: A Bayesian Approach with Structured Sparsity Arber Qoku Florian Buettner 26 5 0 13 Apr 2022
Marginal Contrastive Correspondence for Guided Image Generation Fangneng Zhan Yingchen Yu Rongliang Wu Jiahui Zhang Shijian Lu Changgong Zhang VLM 24 31 0 01 Apr 2022
Competency Assessment for Autonomous Agents using Deep Generative Models Aastha Acharya Rebecca L. Russell Nisar R. Ahmed 29 10 0 23 Mar 2022
Exact Solutions of a Deep Linear Network Liu Ziyin Botao Li Xiangmin Meng ODL 19 21 0 10 Feb 2022
Stochastic Neural Networks with Infinite Width are Deterministic Liu Ziyin Hanlin Zhang Xiangming Meng Yuting Lu Eric P. Xing Masakuni Ueda 29 3 0 30 Jan 2022
Variational autoencoders in the presence of low-dimensional data: landscape and implicit bias Frederic Koehler Viraj Mehta Chenghui Zhou Andrej Risteski DRL 28 12 0 13 Dec 2021
Discriminative Multimodal Learning via Conditional Priors in Generative Models R. A. Mancisidor Michael C. Kampffmeyer K. Aas Robert Jenssen GAN 20 5 0 09 Oct 2021
A moment-matching metric for latent variable generative models Cédric Beaulac 14 1 0 04 Oct 2021
Be More Active! Understanding the Differences between Mean and Sampled Representations of Variational Autoencoders Lisa Bonheme M. Grzes DRL 16 6 0 26 Sep 2021
Bi-level Feature Alignment for Versatile Image Translation and Manipulation Fangneng Zhan Yingchen Yu Rongliang Wu Jiahui Zhang Kaiwen Cui Aoran Xiao Shijian Lu Ling Shao 39 32 0 07 Jul 2021
Feature Alignment as a Generative Process T. S. Farias Jonas Maziero DiffM BDL 16 1 0 23 Jun 2021
Euro-PVI: Pedestrian Vehicle Interactions in Dense Urban Centers Apratim Bhattacharyya Daniel Olmeda Reino Mario Fritz Bernt Schiele 21 25 0 22 Jun 2021
EXoN: EXplainable encoder Network SeungHwan An Hosik Choi Jong-June Jeon BDL DRL 15 5 0 23 May 2021
HuMoR: 3D Human Motion Model for Robust Pose Estimation Davis Rempe Tolga Birdal Aaron Hertzmann Jimei Yang Srinath Sridhar Leonidas J. Guibas 3DH 25 310 0 10 May 2021
A Correspondence Variational Autoencoder for Unsupervised Acoustic Word Embeddings Puyuan Peng Herman Kamper Karen Livescu DRL SSL 14 14 0 03 Dec 2020
Direct Evolutionary Optimization of Variational Autoencoders With Binary Latents E. Guiraud Jakob Drefs Jörg Lücke DRL 33 3 0 27 Nov 2020
Sequential Segment-based Level Generation and Blending using Variational Autoencoders Anurag Sarkar Seth Cooper 3DV 19 26 0 17 Jul 2020
Failure Modes of Variational Autoencoders and Their Effects on Downstream Tasks Yaniv Yacoby Weiwei Pan Finale Doshi-Velez CML DRL 27 25 0 14 Jul 2020
Regularized linear autoencoders recover the principal components, eventually Xuchan Bao James Lucas Sushant Sachdeva Roger C. Grosse 34 29 0 13 Jul 2020