Variational Inference

Learning Sparse Sentence Encoding without Supervision: An Exploration of Sparsity in Variational Autoencoders ACL 2021 Learning to Time-Decode in Spiking Neural Networks Through the Information Bottleneck NeurIPS 2021 Leveraging Recursive Gumbel-Max Trick for Approximate Inference in Combinatorial Spaces NeurIPS 2021 Local Disentanglement in Variational Auto-Encoders Using Jacobian L_1 Regularization NeurIPS 2021 Loss function based second-order Jensen inequality and its application to particle variational inference NeurIPS 2021 Many-to-Many Voice Conversion Based Feature Disentanglement Using Variational Autoencoder Interspeech 2021 Marginalized Stochastic Natural Gradients for Black-Box Variational Inference ICML 2021 Matrix Product States for Inference in Discrete Probabilistic Models JMLR 2021 Meta-GMVAE: Mixture of Gaussian VAE for Unsupervised Meta-Learning ICLR 2021 Meta-Learning Divergences for Variational Inference AISTATS 2021 Meta-Learning with Variational Semantic Memory for Word Sense Disambiguation ACL 2021 Mind the Gap when Conditioning Amortised Inference in Sequential Latent-Variable Models ICLR 2021 Mixture weights optimisation for Alpha-Divergence Variational Inference NeurIPS 2021 Model Selection for Bayesian Autoencoders NeurIPS 2021 Moment-Based Variational Inference for Stochastic Differential Equations AISTATS 2021 Monte Carlo Filtering Objectives IJCAI 2021 Monte Carlo Variational Auto-Encoders ICML 2021 MorphVAE: Generating Neural Morphologies from 3D-Walks using a Variational Autoencoder with Spherical Latent Space ICML 2021 Moser Flow: Divergence-based Generative Modeling on Manifolds NeurIPS 2021 Multilevel Monte Carlo Variational Inference JMLR 2021 Multi-stream based marked point process ACML 2021 Multi-VAE: Learning Disentangled View-Common and View-Peculiar Visual Representations for Multi-View Clustering ICCV 2021 Multi-View Representation Learning via Total Correlation Objective NeurIPS 2021 Multiwavelet-based Operator Learning for Differential Equations NeurIPS 2021 My House, My Rules: Learning Tidying Preferences with Graph Neural Networks CoRL 2021