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Variational Inference

1946 directly classified papers

Papers per year

Papers

A Hierarchical Variational Neural Uncertainty Model for Stochastic Video Prediction ICCV 2021
Meta-Learning Divergences for Variational Inference AISTATS 2021
De-Confounded Variational Encoder-Decoder for Logical Table-to-Text Generation ACL 2021
On Multilevel Monte Carlo Unbiased Gradient Estimation for Deep Latent Variable Models AISTATS 2021
Deep Generative Missingness Pattern-Set Mixture Models AISTATS 2021
Latent Gaussian process with composite likelihoods and numerical quadrature AISTATS 2021
Towards a Theoretical Understanding of the Robustness of Variational Autoencoders AISTATS 2021
Statistical Regeneration Guarantees of the Wasserstein Autoencoder with Latent Space Consistency NIPS 2021
Scalable Gaussian Process Variational Autoencoders AISTATS 2021
Hyperbolic graph embedding with enhanced semi-implicit variational inference. AISTATS 2021
Automatic Differentiation Variational Inference with Mixtures AISTATS 2021
Variational inference for nonlinear ordinary differential equations AISTATS 2021
Rectangular Flows for Manifold Learning NIPS 2021
Statistical Guarantees for Transformation Based Models with applications to Implicit Variational Inference AISTATS 2021
A Variational Inference Approach to Learning Multivariate Wold Processes AISTATS 2021
Moment-Based Variational Inference for Stochastic Differential Equations AISTATS 2021
Improving predictions of Bayesian neural nets via local linearization AISTATS 2021
Automatic structured variational inference AISTATS 2021
Matrix Product States for Inference in Discrete Probabilistic Models JMLR 2021
Tree-Structured Topic Modeling with Nonparametric Neural Variational Inference ACL 2021
Learning Sparse Sentence Encoding without Supervision: An Exploration of Sparsity in Variational Autoencoders IJCNLP 2021
NeuralLog: Natural Language Inference with Joint Neural and Logical Reasoning IJCNLP 2021
Unsupervised Class-Specific Abstractive Summarization of Customer Reviews IJCNLP 2021
TAN-NTM: Topic Attention Networks for Neural Topic Modeling ACL 2021
Generative Text Modeling through Short Run Inference EACL 2021