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posterior collapse

55 papers

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Co-occurring keywords

variational autoencoder (1288) latent variable (541) variational inference (2069) latent representation (418) representation learning (6206) generative model (2892) latent variable model (564) text generation (2913) latent space (854) mutual information (724)

Papers

Spectral Smoothing Unveils Phase Transitions in Hierarchical Variational Autoencoders ICML 2021
Regularizing Variational Autoencoder with Diversity and Uncertainty Awareness IJCAI 2021
Finetuning Pretrained Transformers into Variational Autoencoders EMNLP 2021
Generative Text Modeling through Short Run Inference EACL 2021
Simple and Effective VAE Training with Calibrated Decoders ICML 2021
On the Generative Utility of Cyclic Conditionals NIPS 2021
Exploring Social Posterior Collapse in Variational Autoencoder for Interaction Modeling NIPS 2021
On the Value of Infinite Gradients in Variational Autoencoder Models NIPS 2021
Addressing Posterior Collapse with Mutual Information for Improved Variational Neural Machine Translation ACL 2020
Effective Estimation of Deep Generative Language Models ACL 2020
A Batch Normalized Inference Network Keeps the KL Vanishing Away ACL 2020
Vector Quantization-Based Regularization for Autoencoders AAAI 2020
On the Encoder-Decoder Incompatibility in Variational Text Modeling and Beyond ACL 2020
Improving Variational Autoencoder for Text Modelling with Timestep-Wise Regularisation COLING 2020
The Usual Suspects? Reassessing Blame for VAE Posterior Collapse ICML 2020
Enhancing Variational Autoencoders with Mutual Information Neural Estimation for Text Generation EMNLP 2019
Self Attention in Variational Sequential Learning for Summarization INTERSPEECH 2019
Neural Gaussian Copula for Variational Autoencoder EMNLP 2019
Disentangling Latent Space for VAE by Label Relevant/Irrelevant Dimensions CVPR 2019
Implicit Deep Latent Variable Models for Text Generation EMNLP 2019
Don't Blame the ELBO! A Linear VAE Perspective on Posterior Collapse NIPS 2019
Towards Generating Long and Coherent Text with Multi-Level Latent Variable Models ACL 2019
Implicit Deep Latent Variable Models for Text Generation IJCNLP 2019
A Surprisingly Effective Fix for Deep Latent Variable Modeling of Text EMNLP 2019
On the Importance of the Kullback-Leibler Divergence Term in Variational Autoencoders for Text Generation EMNLP 2019