Variational Inference

Deep Generative model with Hierarchical Latent Factors for Time Series Anomaly Detection AISTATS 2022 Deep Variational Graph Convolutional Recurrent Network for Multivariate Time Series Anomaly Detection ICML 2022 DialogVED: A Pre-trained Latent Variable Encoder-Decoder Model for Dialog Response Generation ACL 2022 Differentiable DAG Sampling ICLR 2022 Disentangled Spatiotemporal Graph Generative Models AAAI 2022 Disentangled Variational Topic Inference for Topic-Accurate Financial Report Generation EMNLP 2022 Distillation of RL Policies with Formal Guarantees via Variational Abstraction of Markov Decision Processes AAAI 2022 Distinguishing Unseen From Seen for Generalized Zero-Shot Learning CVPR 2022 Do Bayesian variational autoencoders know what they don’t know? UAI 2022 Double Control Variates for Gradient Estimation in Discrete Latent Variable Models AISTATS 2022 DPVI: A Dynamic-Weight Particle-Based Variational Inference Framework IJCAI 2022 DYLE: Dynamic Latent Extraction for Abstractive Long-Input Summarization ACL 2022 Easy Variational Inference for Categorical Models via an Independent Binary Approximation ICML 2022 EDITnet: A Lightweight Network for Unsupervised Domain Adaptation in Speaker Verification Interspeech 2022 EditVAE: Unsupervised Parts-Aware Controllable 3D Point Cloud Shape Generation AAAI 2022 Effective Data Augmentation for Sentence Classification Using One VAE per Class COLING 2022 Effective Nonlinear Feature Selection Method based on HSIC Lasso and with Variational Inference AISTATS 2022 Efficient inference for dynamic topic modeling with large vocabularies UAI 2022 EGSDE: Unpaired Image-to-Image Translation via Energy-Guided Stochastic Differential Equations NeurIPS 2022 Embedded-model flows: Combining the inductive biases of model-free deep learning and explicit probabilistic modeling ICLR 2022 Embrace the Gap: VAEs Perform Independent Mechanism Analysis NeurIPS 2022 Empirical Sampling from Latent Utterance-wise Evidence Model for Missing Data ASR based on Neural Encoder-Decoder Model Interspeech 2022 End-to-End Text-to-Speech Based on Latent Representation of Speaking Styles Using Spontaneous Dialogue Interspeech 2022 Equivariant Priors for compressed sensing with unknown orientation ICML 2022 Expectation programming: Adapting probabilistic programming systems to estimate expectations efficiently UAI 2022