Variational Inference

Graph-Augmented Normalizing Flows for Anomaly Detection of Multiple Time Series ICLR 2022 GraphDE: A Generative Framework for Debiased Learning and Out-of-Distribution Detection on Graphs NeurIPS 2022 Graph Structure Learning with Variational Information Bottleneck AAAI 2022 Grassmann Stein Variational Gradient Descent AISTATS 2022 Heteroscedastic Temporal Variational Autoencoder For Irregularly Sampled Time Series ICLR 2022 Hiding Images in Deep Probabilistic Models NeurIPS 2022 Hierarchical and Multi-Scale Variational Autoencoder for Diverse and Natural Non-Autoregressive Text-to-Speech Interspeech 2022 Hierarchical Phrase-Based Sequence-to-Sequence Learning EMNLP 2022 Hierarchical Sketch Induction for Paraphrase Generation ACL 2022 Hierarchical Variational Memory for Few-shot Learning Across Domains ICLR 2022 HierSpeech: Bridging the Gap between Text and Speech by Hierarchical Variational Inference using Self-supervised Representations for Speech Synthesis NeurIPS 2022 Hindsight Network Credit Assignment: Efficient Credit Assignment in Networks of Discrete Stochastic Units AAAI 2022 How to deal with missing data in supervised deep learning? ICLR 2022 Identifiability of deep generative models without auxiliary information NeurIPS 2022 iLQR-VAE : control-based learning of input-driven dynamics with applications to neural data ICLR 2022 Improving Bayesian Neural Networks by Adversarial Sampling AAAI 2022 Improving Subgraph Recognition With Variational Graph Information Bottleneck CVPR 2022 Improving the Adversarial Robustness of NLP Models by Information Bottleneck ACL 2022 Improving Variational Autoencoders with Density Gap-based Regularization NeurIPS 2022 Incorporating Causal Analysis into Diversified and Logical Response Generation COLING 2022 Information Bottlenecked Variational Autoencoder for Disentangled 3D Facial Expression Modelling WACV 2022 Input Dependent Sparse Gaussian Processes ICML 2022 Interactive Latent Knowledge Selection for E-Commerce Product Copywriting Generation ACL 2022 Interpretable Representation Learning from Temporal Multi-view Data ACML 2022 Interpretable Research Replication Prediction via Variational Contextual Consistency Sentence Masking ACL 2022