Variational Inference

Sparse within Sparse Gaussian Processes using Neighbor Information ICML 2021 Spatio-Temporal Variational Gaussian Processes NeurIPS 2021 Spectral Smoothing Unveils Phase Transitions in Hierarchical Variational Autoencoders ICML 2021 Structured Dropout Variational Inference for Bayesian Neural Networks NeurIPS 2021 Tree-Structured Topic Modeling with Nonparametric Neural Variational Inference ACL 2021 VaB-AL: Incorporating Class Imbalance and Difficulty With Variational Bayes for Active Learning CVPR 2021 variational combinatorial sequential monte carlo methods for bayesian phylogenetic inference UAI 2021 Variational Continual Bayesian Meta-Learning NeurIPS 2021 Variational Intrinsic Control Revisited ICLR 2021 Variational Model-based Policy Optimization IJCAI 2021 Variational Pedestrian Detection CVPR 2021 Variational Selective Autoencoder: Learning from Partially-Observed Heterogeneous Data AISTATS 2021 A Batch Normalized Inference Network Keeps the KL Vanishing Away ACL 2020 A Discrete Variational Recurrent Topic Model without the Reparametrization Trick NeurIPS 2020 Advances in Black-Box VI: Normalizing Flows, Importance Weighting, and Optimization NeurIPS 2020 AIN: Fast and Accurate Sequence Labeling with Approximate Inference Network EMNLP 2020 Amortized Population Gibbs Samplers with Neural Sufficient Statistics ICML 2020 Amortized variance reduction for doubly stochastic objective UAI 2020 An Empirical Investigation of Contextualized Number Prediction EMNLP 2020 A Non-Asymptotic Analysis for Stein Variational Gradient Descent NeurIPS 2020 A Probabilistic End-To-End Task-Oriented Dialog Model with Latent Belief States towards Semi-Supervised Learning EMNLP 2020 A Rule for Gradient Estimator Selection, with an Application to Variational Inference AISTATS 2020 A Semantically Consistent and Syntactically Variational Encoder-Decoder Framework for Paraphrase Generation COLING 2020 A Variational Perturbative Approach to Planning in Graph-Based Markov Decision Processes AAAI 2020 A Variational Point Process Model for Social Event Sequences AAAI 2020