Variational Inference

Coded Speech Enhancement Using Neural Network-Based Vector-Quantized Residual Features Interspeech 2021 Collapsed Variational Bounds for Bayesian Neural Networks NeurIPS 2021 Composing Normalizing Flows for Inverse Problems ICML 2021 Conditional Variational Autoencoder with Adversarial Learning for End-to-End Text-to-Speech ICML 2021 Consistency Regularization for Variational Auto-Encoders NeurIPS 2021 Content Learning with Structure-Aware Writing: A Graph-Infused Dual Conditional Variational Autoencoder for Automatic Storytelling AAAI 2021 Coupled Oscillatory Recurrent Neural Network (coRNN): An accurate and (gradient) stable architecture for learning long time dependencies ICLR 2021 Cross-structural Factor-topic Model: Document Analysis with Sophisticated Covariates ACML 2021 D2C: Diffusion-Decoding Models for Few-Shot Conditional Generation NeurIPS 2021 DAGSurv: Directed Ayclic Graph Based Survival Analysis Using Deep Neural Networks ACML 2021 DECA: Deep Viewpoint-Equivariant Human Pose Estimation Using Capsule Autoencoders ICCV 2021 De-Confounded Variational Encoder-Decoder for Logical Table-to-Text Generation ACL 2021 Decoupling Global and Local Representations via Invertible Generative Flows ICLR 2021 Deep Conditional Gaussian Mixture Model for Constrained Clustering NeurIPS 2021 Deep Generative Missingness Pattern-Set Mixture Models AISTATS 2021 Deep inference of latent dynamics with spatio-temporal super-resolution using selective backpropagation through time NeurIPS 2021 Deep Neural Networks as Point Estimates for Deep Gaussian Processes NeurIPS 2021 Deep Probabilistic Canonical Correlation Analysis AAAI 2021 Deep Verifier Networks: Verification of Deep Discriminative Models with Deep Generative Models AAAI 2021 DeepWriteSYN: On-Line Handwriting Synthesis via Deep Short-Term Representations AAAI 2021 Demystifying Inductive Biases for (Beta-)VAE Based Architectures ICML 2021 DiBS: Differentiable Bayesian Structure Learning NeurIPS 2021 DiscoDVT: Generating Long Text with Discourse-Aware Discrete Variational Transformer EMNLP 2021 Discovering Non-monotonic Autoregressive Orderings with Variational Inference ICLR 2021 Discrete-Valued Neural Communication NeurIPS 2021