variational inference

Memory Augmented State Space Model for Time Series Forecasting IJCAI 2022 Minimization by Incremental Stochastic Surrogate Optimization for Large Scale Nonconvex Problems ALT 2022 Mitigating the Effects of Non-Identifiability on Inference for Bayesian Neural Networks with Latent Variables JMLR 2022 Model-based Lifelong Reinforcement Learning with Bayesian Exploration NeurIPS 2022 Modeling Label Correlations for Ultra-Fine Entity Typing with Neural Pairwise Conditional Random Field EMNLP 2022 Modelling Non-Smooth Signals with Complex Spectral Structure AISTATS 2022 MoReL: Multi-omics Relational Learning ICLR 2022 Multi-Instance Causal Representation Learning for Instance Label Prediction and Out-of-Distribution Generalization NeurIPS 2022 Multimodal Adversarially Learned Inference with Factorized Discriminators AAAI 2022 Multiple Importance Sampling ELBO and Deep Ensembles of Variational Approximations AISTATS 2022 Multiple Imputation with Neural Network Gaussian Process for High-dimensional Incomplete Data ACML 2022 Natural image synthesis for the retina with variational information bottleneck representation NeurIPS 2022 Near-Optimal Task Selection for Meta-Learning with Mutual Information and Online Variational Bayesian Unlearning AISTATS 2022 NeuralEF: Deconstructing Kernels by Deep Neural Networks ICML 2022 Neural Point Process for Learning Spatiotemporal Event Dynamics L4DC 2022 Neural Relational Inference with Node-Specific Information ICLR 2022 Neural Variational Dropout Processes ICLR 2022 Nonlinear MCMC for Bayesian Machine Learning NeurIPS 2022 Nonparametric Factor Trajectory Learning for Dynamic Tensor Decomposition ICML 2022 Nonparametric Sparse Tensor Factorization with Hierarchical Gamma Processes ICML 2022 On Divergence Measures for Bayesian Pseudocoresets NeurIPS 2022 One Positive Label is Sufficient: Single-Positive Multi-Label Learning with Label Enhancement NeurIPS 2022 On the detrimental effect of invariances in the likelihood for variational inference NeurIPS 2022 On the relationship between variational inference and auto-associative memory NeurIPS 2022 On the Robustness to Misspecification of α-posteriors and Their Variational Approximations JMLR 2022