posterior collapse

VAE Approximation Error: ELBO and Exponential Families ICLR 2022 A Generalised Linear Model Framework for β-Variational Autoencoders based on Exponential Dispersion Families JMLR 2021 Exploring Social Posterior Collapse in Variational Autoencoder for Interaction Modeling NeurIPS 2021 Finetuning Pretrained Transformers into Variational Autoencoders EMNLP 2021 Generative Text Modeling through Short Run Inference EACL 2021 On the Generative Utility of Cyclic Conditionals NeurIPS 2021 On the Value of Infinite Gradients in Variational Autoencoder Models NeurIPS 2021 Posterior Collapse and Latent Variable Non-identifiability NeurIPS 2021 Regularizing Variational Autoencoder with Diversity and Uncertainty Awareness IJCAI 2021 Simple and Effective VAE Training with Calibrated Decoders ICML 2021 Spectral Smoothing Unveils Phase Transitions in Hierarchical Variational Autoencoders ICML 2021 A Batch Normalized Inference Network Keeps the KL Vanishing Away ACL 2020 Addressing Posterior Collapse with Mutual Information for Improved Variational Neural Machine Translation ACL 2020 Effective Estimation of Deep Generative Language Models ACL 2020 Improving Variational Autoencoder for Text Modelling with Timestep-Wise Regularisation COLING 2020 On the Encoder-Decoder Incompatibility in Variational Text Modeling and Beyond ACL 2020 The Usual Suspects? Reassessing Blame for VAE Posterior Collapse ICML 2020 Vector Quantization-Based Regularization for Autoencoders AAAI 2020 A Surprisingly Effective Fix for Deep Latent Variable Modeling of Text EMNLP 2019 Disentangling Latent Space for VAE by Label Relevant/Irrelevant Dimensions CVPR 2019 Don't Blame the ELBO! A Linear VAE Perspective on Posterior Collapse NeurIPS 2019 Enhancing Variational Autoencoders with Mutual Information Neural Estimation for Text Generation EMNLP 2019 Implicit Deep Latent Variable Models for Text Generation EMNLP 2019 Lagging Inference Networks and Posterior Collapse in Variational Autoencoders ICLR 2019 Neural Gaussian Copula for Variational Autoencoder EMNLP 2019