Bayesian Inference

Deterministic Variational Inference for Robust Bayesian Neural Networks ICLR 2019 Dichotomize and Generalize: PAC-Bayesian Binary Activated Deep Neural Networks NeurIPS 2019 Dichromatic Model Based Temporal Color Constancy for AC Light Sources CVPR 2019 Differentially Private Bayesian Linear Regression NeurIPS 2019 Differentially Private Markov Chain Monte Carlo NeurIPS 2019 Dirichlet Multinomial Mixture with Variational Manifold Regularization: Topic Modeling over Short Texts AAAI 2019 Discrimination in Online Markets: Effects of Social Bias on Learning from Reviews and Policy Design NeurIPS 2019 Discriminative Topic Modeling with Logistic LDA NeurIPS 2019 DistillHash: Unsupervised Deep Hashing by Distilling Data Pairs CVPR 2019 Distribution calibration for regression ICML 2019 Divergence Triangle for Joint Training of Generator Model, Energy-Based Model, and Inferential Model CVPR 2019 Divide and Couple: Using Monte Carlo Variational Objectives for Posterior Approximation NeurIPS 2019 Don't Blame the ELBO! A Linear VAE Perspective on Posterior Collapse NeurIPS 2019 Doubly Reparameterized Gradient Estimators for Monte Carlo Objectives ICLR 2019 Doubly Semi-Implicit Variational Inference AISTATS 2019 Dropout as a Structured Shrinkage Prior ICML 2019 Dynamic Ensemble Modeling Approach to Nonstationary Neural Decoding in Brain-Computer Interfaces NeurIPS 2019 Early Recognition of Sepsis with Gaussian Process Temporal Convolutional Networks and Dynamic Time Warping MLHC 2019 Early-Stopping of Scattering Pattern Observation with Bayesian Modeling AAAI 2019 EDDI: Efficient Dynamic Discovery of High-Value Information with Partial VAE ICML 2019 Efficient Amortised Bayesian Inference for Hierarchical and Nonlinear Dynamical Systems ICML 2019 Efficient Bayesian Experimental Design for Implicit Models AISTATS 2019 Efficient Bayesian Optimization for Target Vector Estimation AISTATS 2019 Efficient Bayes Risk Estimation for Cost-Sensitive Classification AISTATS 2019 Efficient Gaussian Process Classification Using Pólya-Gamma Data Augmentation AAAI 2019