Bayesian & Probabilistic

Gaussian Process Behaviour in Wide Deep Neural Networks ICLR 2018 Gaussian Process Conditional Density Estimation NeurIPS 2018 Gaussian Process Subset Scanning for Anomalous Pattern Detection in Non-iid Data AISTATS 2018 Generalizing Hamiltonian Monte Carlo with Neural Networks ICLR 2018 Generalizing Tree Probability Estimation via Bayesian Networks NeurIPS 2018 GraphBTM: Graph Enhanced Autoencoded Variational Inference for Biterm Topic Model EMNLP 2018 Graphical model inference: Sequential Monte Carlo meets deterministic approximations NeurIPS 2018 Heterogeneous Multi-output Gaussian Process Prediction NeurIPS 2018 Hierarchical Density Order Embeddings ICLR 2018 High-Dimensional Bayesian Optimization via Additive Models with Overlapping Groups AISTATS 2018 High-Quality Prediction Intervals for Deep Learning: A Distribution-Free, Ensembled Approach ICML 2018 HOGWILD!-Gibbs can be PanAccurate NeurIPS 2018 How Deep Are Deep Gaussian Processes? JMLR 2018 Hybrid-MST: A Hybrid Active Sampling Strategy for Pairwise Preference Aggregation NeurIPS 2018 Hypernetwork-based Implicit Posterior Estimation and Model Averaging of CNN ACML 2018 Identification of Alias Links among Participants in Narratives ACL 2018 Implicit Quantile Networks for Distributional Reinforcement Learning ICML 2018 Inference Aided Reinforcement Learning for Incentive Mechanism Design in Crowdsourcing NeurIPS 2018 Inference in Deep Gaussian Processes using Stochastic Gradient Hamiltonian Monte Carlo NeurIPS 2018 Inferring Latent Velocities from Weather Radar Data using Gaussian Processes NeurIPS 2018 Instance-Specific Bayesian Network Structure Learning PGM 2018 Integral Transforms from Finite Data: An Application of Gaussian Process Regression to Fourier Analysis AISTATS 2018 Intersection-Validation: A Method for Evaluating Structure Learning without Ground Truth AISTATS 2018 Intervals of Causal Effects for Learning Causal Graphical Models PGM 2018 Joint Learning of J-Vector Extractor and Joint Bayesian Model for Text Dependent Speaker Verification Interspeech 2018