{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,4,14]],"date-time":"2025-04-14T10:44:06Z","timestamp":1744627446791,"version":"3.28.0"},"reference-count":22,"publisher":"IEEE","license":[{"start":{"date-parts":[[2023,6,4]],"date-time":"2023-06-04T00:00:00Z","timestamp":1685836800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,6,4]],"date-time":"2023-06-04T00:00:00Z","timestamp":1685836800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023,6,4]]},"DOI":"10.1109\/icassp49357.2023.10096746","type":"proceedings-article","created":{"date-parts":[[2023,5,5]],"date-time":"2023-05-05T17:28:30Z","timestamp":1683307710000},"page":"1-5","source":"Crossref","is-referenced-by-count":1,"title":["Overcoming Posterior Collapse in Variational Autoencoders Via EM-Type Training"],"prefix":"10.1109","author":[{"given":"Ying","family":"Li","sequence":"first","affiliation":[{"name":"The University of Hong Kong"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lei","family":"Cheng","sequence":"additional","affiliation":[{"name":"Zhejiang University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Feng","family":"Yin","sequence":"additional","affiliation":[{"name":"The Chinese University of Hong Kong,Shenzhen"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Michael Minyi","family":"Zhang","sequence":"additional","affiliation":[{"name":"The University of Hong Kong"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sergios","family":"Theodoridis","sequence":"additional","affiliation":[{"name":"National and Kapodistrian University of Athens and Aalborg University"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref13","article-title":"Lagging Inference Networks and Posterior Collapse in Variational Autoencoders","author":"he","year":"2019","journal-title":"International Conference on Learning Representations"},{"key":"ref12","first-page":"3881","article-title":"Improved variational autoencoders for text modeling using dilated convolutions","author":"yang","year":"2017","journal-title":"International Conference on Machine Learning"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1111\/j.2517-6161.1977.tb01600.x"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2022.3198201"},{"key":"ref20","article-title":"Gradient Estimators for Implicit Models","author":"li","year":"2017","journal-title":"International Conference on Learning Representations"},{"key":"ref11","article-title":"PixelVAE: A Latent Variable Model for Natural Images","author":"gulrajani","year":"2016","journal-title":"International Conference on Learning Representations"},{"key":"ref22","article-title":"Learning multiple layers of features from tiny images","author":"krizhevsky","year":"2009","journal-title":"Master’s thesis"},{"key":"ref10","article-title":"Preventing Posterior Collapse with deltaVAEs","author":"razavi","year":"2019","journal-title":"International Conference on Learning Representations"},{"article-title":"The MNIST database of handwritten digits","year":"1998","author":"lecun","key":"ref21"},{"key":"ref2","article-title":"Variational Lossy Autoencoder","author":"chen","year":"2016","journal-title":"International Conference on Learning Representations"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/K16-1002"},{"journal-title":"Pattern Recognition and Machine Learning","year":"2006","author":"bishop","key":"ref17"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1176346060"},{"key":"ref19","article-title":"beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework","author":"higgins","year":"2016","journal-title":"International Conference on Learning Representations"},{"key":"ref18","first-page":"2397","article-title":"Avoiding latent variable collapse with generative skip models","author":"dieng","year":"2019","journal-title":"International Conference on Artificial Intelligence and Statistics"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P18-1101"},{"key":"ref7","article-title":"Ladder variational autoencoders","volume":"29","author":"s\u00f8nderby","year":"2016","journal-title":"Advances in neural information processing systems"},{"key":"ref9","first-page":"159","article-title":"Fixing a broken ELBO","author":"alemi","year":"2018","journal-title":"International Conference on Machine Learning"},{"article-title":"Auto-encoding variational bayes","year":"2013","author":"kingma","key":"ref4"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2017-349"},{"key":"ref6","first-page":"1510","article-title":"Learning deep latent Gaussian models with Markov chain Monte Carlo","author":"hoffman","year":"2017","journal-title":"International Conference on Machine Learning"},{"key":"ref5","first-page":"1278","article-title":"Stochastic backpropagation and approximate inference in deep generative models","author":"rezende","year":"2014","journal-title":"International Conference on Machine Learning"}],"event":{"name":"ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","start":{"date-parts":[[2023,6,4]]},"location":"Rhodes Island, Greece","end":{"date-parts":[[2023,6,10]]}},"container-title":["ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10094559\/10094560\/10096746.pdf?arnumber=10096746","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,20]],"date-time":"2023-11-20T19:06:45Z","timestamp":1700507205000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10096746\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,6,4]]},"references-count":22,"URL":"https:\/\/doi.org\/10.1109\/icassp49357.2023.10096746","relation":{},"subject":[],"published":{"date-parts":[[2023,6,4]]}}}