Bayesian & Probabilistic

Sum-Product-Transform Networks: Exploiting Symmetries using Invertible Transformations PGM 2020 Supervised Learning with Background Knowledge PGM 2020 Switching Poisson Gamma Dynamical Systems IJCAI 2020 Symbolic Querying of Vector Spaces: Probabilistic Databases Meets Relational Embeddings UAI 2020 Syn2Real Transfer Learning for Image Deraining Using Gaussian Processes CVPR 2020 Tandem Inference: An Out-of-Core Streaming Algorithm for Very Large-Scale Relational Inference AAAI 2020 Target–Aware Bayesian Inference: How to Beat Optimal Conventional Estimators JMLR 2020 Targeted Fused Ridge Estimation of Inverse Covariance Matrices from Multiple High-Dimensional Data Classes JMLR 2020 Task Agnostic Robust Learning on Corrupt Outputs by Correlation-Guided Mixture Density Networks CVPR 2020 Temporal Logics Over Finite Traces with Uncertainty AAAI 2020 Testing Determinantal Point Processes NeurIPS 2020 Testing Goodness of Fit of Conditional Density Models with Kernels UAI 2020 The Autoencoding Variational Autoencoder NeurIPS 2020 The EM Algorithm gives Sample-Optimality for Learning Mixtures of Well-Separated Gaussians COLT 2020 The Hawkes Edge Partition Model for Continuous-time Event-based Temporal Networks UAI 2020 The impact of preprint servers in the formation of novel ideas EMNLP 2020 The k-tied Normal Distribution: A Compact Parameterization of Gaussian Mean Field Posteriors in Bayesian Neural Networks ICML 2020 Theory-Based Causal Transfer:Integrating Instance-Level Induction and Abstract-Level Structure Learning AAAI 2020 The Potts-Ising model for discrete multivariate data NeurIPS 2020 The Variational Bandwidth Bottleneck: Stochastic Evaluation on an Information Budget ICLR 2020 Thompson Sampling via Local Uncertainty ICML 2020 Topic Enhanced Sentiment Spreading Model in Social Networks Considering User Interest AAAI 2020 Towards Competitive N-gram Smoothing AISTATS 2020 Towards Consistent Variational Auto-Encoding (Student Abstract) AAAI 2020 Towards Interpretable Clinical Diagnosis with Bayesian Network Ensembles Stacked on Entity-Aware CNNs ACL 2020