Bayesian Inference

Dynamic Time Lag Regression: Predicting What & When ICLR 2020 DYNOTEARS: Structure Learning from Time-Series Data AISTATS 2020 Efficient and Scalable Bayesian Neural Nets with Rank-1 Factors ICML 2020 Efficient Automatic CASH via Rising Bandits AAAI 2020 Efficient Exploration of Reward Functions in Inverse Reinforcement Learning via Bayesian Optimization NeurIPS 2020 Efficient Inference for Nonparametric Hawkes Processes Using Auxiliary Latent Variables JMLR 2020 Efficient Non-conjugate Gaussian Process Factor Models for Spike Count Data using Polynomial Approximations ICML 2020 Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees NeurIPS 2020 Efficient Predictive Uncertainty Estimators for Deep Probabilistic Models AAAI 2020 Efficient Rollout Strategies for Bayesian Optimization UAI 2020 Efficient Variational Inference for Sparse Deep Learning with Theoretical Guarantee NeurIPS 2020 Empirical Bayes Transductive Meta-Learning with Synthetic Gradients ICLR 2020 Empirical Priors for Prediction in Sparse High-dimensional Linear Regression JMLR 2020 Enriched mixtures of generalised Gaussian process experts AISTATS 2020 Ensemble Approaches for Uncertainty in Spoken Language Assessment Interspeech 2020 Ensemble of Students Taught by Probabilistic Teachers to Improve Speech Emotion Recognition Interspeech 2020 Ensembling geophysical models with Bayesian Neural Networks NeurIPS 2020 Estimating Model Uncertainty of Neural Networks in Sparse Information Form ICML 2020 Estimating predictive uncertainty for rumour verification models ACL 2020 Event-Driven Continuous Time Bayesian Networks AAAI 2020 Expectation Propagation as a Way of Life: A Framework for Bayesian Inference on Partitioned Data JMLR 2020 Experimental Design for Optimization of Orthogonal Projection Pursuit Models AAAI 2020 Expert-Supervised Reinforcement Learning for Offline Policy Learning and Evaluation NeurIPS 2020 Exponential ergodicity of mirror-Langevin diffusions NeurIPS 2020 Extrapolating the profile of a finite population COLT 2020