Bayesian & Probabilistic

For high-dimensional hierarchical models, consider exchangeability of effects across covariates instead of across datasets NeurIPS 2021 Free Lunch for Few-shot Learning: Distribution Calibration ICLR 2021 From Rain Generation to Rain Removal CVPR 2021 Gaining Experience with Structured Data: Using the Resources of Dialog State Tracking Challenge 2 NAACL 2021 Gaussian Process-Based Real-Time Learning for Safety Critical Applications ICML 2021 Gaussian Process Priors for View-Aware Inference AAAI 2021 GemBag: Group Estimation of Multiple Bayesian Graphical Models JMLR 2021 Generalized Doubly Reparameterized Gradient Estimators ICML 2021 Generating Diversified Comments via Reader-Aware Topic Modeling and Saliency Detection AAAI 2021 Generating Relevant and Coherent Dialogue Responses using Self-Separated Conditional Variational AutoEncoders ACL 2021 Generative Particle Variational Inference via Estimation of Functional Gradients ICML 2021 Global inducing point variational posteriors for Bayesian neural networks and deep Gaussian processes ICML 2021 GP-Tree: A Gaussian Process Classifier for Few-Shot Incremental Learning ICML 2021 Graphical Models in Heavy-Tailed Markets NeurIPS 2021 Graph Mixture Density Networks ICML 2021 Handling Overlaps When Lifting Gaussian Bayesian Networks IJCAI 2021 HiABP: Hierarchical Initialized ABP for Unsupervised Representation Learning AAAI 2021 Hierarchical Negative Binomial Factorization for Recommender Systems on Implicit Feedback AAAI 2021 High-Dimensional Bayesian Optimization via Tree-Structured Additive Models AAAI 2021 High-dimensional Bayesian optimization with sparse axis-aligned subspaces UAI 2021 High Dimensional Level Set Estimation with Bayesian Neural Network AAAI 2021 HINT: Hierarchical Invertible Neural Transport for Density Estimation and Bayesian Inference AAAI 2021 How to Gain on Power: Novel Conditional Independence Tests Based on Short Expansion of Conditional Mutual Information JMLR 2021 Hybrid-order Stochastic Block Model AAAI 2021 Hybrid Probabilistic Inference with Logical and Algebraic Constraints: a Survey IJCAI 2021