Variational Inference

Social-VRNN: One-Shot Multi-modal Trajectory Prediction for Interacting Pedestrians CoRL 2020 Sparse Orthogonal Variational Inference for Gaussian Processes AISTATS 2020 Specifying Weight Priors in Bayesian Deep Neural Networks with Empirical Bayes AAAI 2020 Speech Enhancement with Stochastic Temporal Convolutional Networks Interspeech 2020 Stationary Activations for Uncertainty Calibration in Deep Learning NeurIPS 2020 Stochastic Approximate Gradient Descent via the Langevin Algorithm AAAI 2020 Stochastic Deep Gaussian Processes over Graphs NeurIPS 2020 Stochastic Neural Network with Kronecker Flow AISTATS 2020 Stochastic Talking Face Generation Using Latent Distribution Matching Interspeech 2020 Stochastic Variational Inference for Dynamic Correlated Topic Models UAI 2020 Streamlined Variational Inference with Higher Level Random Effects JMLR 2020 Structured Probabilistic End-to-End Learning from Crowds IJCAI 2020 Structured Variational Inference in Partially Observable Unstable Gaussian Process State Space Models L4DC 2020 SUMO: Unbiased Estimation of Log Marginal Probability for Latent Variable Models ICLR 2020 SurVAE Flows: Surjections to Bridge the Gap between VAEs and Flows NeurIPS 2020 Temporal Attention Convolutional Network for Speech Emotion Recognition with Latent Representation Interspeech 2020 Temporal Positive-unlabeled Learning for Biomedical Hypothesis Generation via Risk Estimation NeurIPS 2020 Text Classification through Glyph-aware Disentangled Character Embedding and Semantic Sub-character Augmentation AACL 2020 The Autoencoding Variational Autoencoder NeurIPS 2020 The k-tied Normal Distribution: A Compact Parameterization of Gaussian Mean Field Posteriors in Bayesian Neural Networks ICML 2020 Third-Person Imitation Learning via Image Difference and Variational Discriminator Bottleneck (Student Abstract) AAAI 2020 Topic Enhanced Controllable CVAE for Dialogue Generation (Student Abstract) AAAI 2020 To Relieve Your Headache of Training an MRF, Take AdVIL ICLR 2020 Towards Consistent Variational Auto-Encoding (Student Abstract) AAAI 2020 Towards Visually Explaining Variational Autoencoders CVPR 2020