Variational Inference

Scalable Gaussian Process Variational Autoencoders AISTATS 2021 Scaling Gaussian Processes with Derivative Information Using Variational Inference NeurIPS 2021 Semantics Disentangling for Generalized Zero-Shot Learning ICCV 2021 Semi-Supervised Learning with Variational Bayesian Inference and Maximum Uncertainty Regularization AAAI 2021 Sequence-to-Sequence Learning with Latent Neural Grammars NeurIPS 2021 SetVAE: Learning Hierarchical Composition for Generative Modeling of Set-Structured Data CVPR 2021 Shape As Points: A Differentiable Poisson Solver NeurIPS 2021 SHOT-VAE: Semi-supervised Deep Generative Models With Label-aware ELBO Approximations AAAI 2021 SIMONe: View-Invariant, Temporally-Abstracted Object Representations via Unsupervised Video Decomposition NeurIPS 2021 Simple and Effective VAE Training with Calibrated Decoders ICML 2021 Sliced Iterative Normalizing Flows ICML 2021 Sliced Kernelized Stein Discrepancy ICLR 2021 SoFA: Source-Data-Free Feature Alignment for Unsupervised Domain Adaptation WACV 2021 Soft-IntroVAE: Analyzing and Improving the Introspective Variational Autoencoder CVPR 2021 Speculative Sampling in Variational Autoencoders for Dialogue Response Generation EMNLP 2021 Speech Disorder Classification Using Extended Factorized Hierarchical Variational Auto-Encoders Interspeech 2021 Spherical Image Generation from a Single Image by Considering Scene Symmetry AAAI 2021 Spot the Difference: Detection of Topological Changes via Geometric Alignment NeurIPS 2021 Statistical Guarantees for Transformation Based Models with applications to Implicit Variational Inference AISTATS 2021 Statistical Regeneration Guarantees of the Wasserstein Autoencoder with Latent Space Consistency NeurIPS 2021 Stochastic Solutions for Linear Inverse Problems using the Prior Implicit in a Denoiser NeurIPS 2021 Streaming Bayesian Deep Tensor Factorization ICML 2021 Structured Dropout Variational Inference for Bayesian Neural Networks NeurIPS 2021 StyleMeUp: Towards Style-Agnostic Sketch-Based Image Retrieval CVPR 2021 Subset-of-data variational inference for deep Gaussian-processes regression UAI 2021