Variational Inference

Amortized Inference for Causal Structure Learning NeurIPS 2022 A Multi-Format Transfer Learning Model for Event Argument Extraction via Variational Information Bottleneck COLING 2022 An Attention-Based Method for Guiding Attribute-Aligned Speech Representation Learning Interspeech 2022 Ancestral protein sequence reconstruction using a tree-structured Ornstein-Uhlenbeck variational autoencoder ICLR 2022 Anomaly Detection in Echocardiograms with Dynamic Variational Trajectory Models MLHC 2022 An Optimization-centric View on Bayes' Rule: Reviewing and Generalizing Variational Inference JMLR 2022 A Personalized Dialogue Generator with Implicit User Persona Detection COLING 2022 A Semi-Supervised Generalized VAE Framework for Abnormality Detection Using One-Class Classification WACV 2022 AS-IntroVAE: Adversarial Similarity Distance Makes Robust IntroVAE ACML 2022 A Span-based Multimodal Variational Autoencoder for Semi-supervised Multimodal Named Entity Recognition EMNLP 2022 A Sparsity-promoting Dictionary Model for Variational Autoencoders Interspeech 2022 A Tale of Two Flows: Cooperative Learning of Langevin Flow and Normalizing Flow Toward Energy-Based Model ICLR 2022 Auto-Physics-Encoder: Using Physics-Informed Latent Layer Two-Way Physics Flow for Monitoring Systems with Unobservability ACML 2022 Autoregressive Image Generation Using Residual Quantization CVPR 2022 A Variational Bayesian Method for Similarity Learning in Non-Rigid Image Registration CVPR 2022 A Variational Edge Partition Model for Supervised Graph Representation Learning NeurIPS 2022 Bayesian Imitation Learning for End-to-End Mobile Manipulation ICML 2022 Bayesian Modeling and Uncertainty Quantification for Learning to Optimize: What, Why, and How ICLR 2022 BERT-Flow-VAE: A Weakly-supervised Model for Multi-Label Text Classification COLING 2022 Beyond Rewards: a Hierarchical Perspective on Offline Multiagent Behavioral Analysis NeurIPS 2022 BiCAPT: Bidirectional Computer-Assisted Pronunciation Training with Normalizing Flows Interspeech 2022 Bit Prioritization in Variational Autoencoders via Progressive Coding ICML 2022 Black-box coreset variational inference NeurIPS 2022 Camera-Conditioned Stable Feature Generation for Isolated Camera Supervised Person Re-IDentification CVPR 2022 Can Push-forward Generative Models Fit Multimodal Distributions? NeurIPS 2022