Bayesian Learning

Bayesian Learning of Neural Network Architectures AISTATS 2019 Bayesian Loss for Crowd Count Estimation With Point Supervision ICCV 2019 Bayesian Optimization Meets Riemannian Manifolds in Robot Learning CoRL 2019 BeamSeg: A Joint Model for Multi-Document Segmentation and Topic Identification CoNLL 2019 Communication-Efficient Stochastic Gradient MCMC for Neural Networks AAAI 2019 Dependent relevance determination for smooth and structured sparse regression JMLR 2019 Epsilon-BMC: A Bayesian Ensemble Approach to Epsilon-Greedy Exploration in Model-Free Reinforcement Learning UAI 2019 Exploiting Visual Features Using Bayesian Gated Neural Networks for Disordered Speech Recognition Interspeech 2019 Expressive Priors in Bayesian Neural Networks: Kernel Combinations and Periodic Functions UAI 2019 Fast Iterative Combinatorial Auctions via Bayesian Learning AAAI 2019 Forward and Backward Knowledge Transfer for Sentiment Classification ACML 2019 Inferring Task Goals and Constraints using Bayesian Nonparametric Inverse Reinforcement Learning CoRL 2019 Interaction Detection with Bayesian Decision Tree Ensembles AISTATS 2019 Learning Diverse Bayesian Networks AAAI 2019 Multi-Class Gaussian Process Classification Made Conjugate: Efficient Inference via Data Augmentation UAI 2019 Neural Dynamics Discovery via Gaussian Process Recurrent Neural Networks UAI 2019 On Asymptotic and Finite-Time Optimality of Bayesian Predictors JMLR 2019 Optimal PAC-Bayesian Posteriors for Stochastic Classifiers and their use for Choice of SVM Regularization Parameter ACML 2019 Prediction Risk for the Horseshoe Regression JMLR 2019 Random Clique Covers for Graphs with Local Density and Global Sparsity UAI 2019 Subspace Inference for Bayesian Deep Learning UAI 2019 Variational Inference of Penalized Regression with Submodular Functions UAI 2019 Variational Training for Large-Scale Noisy-OR Bayesian Networks UAI 2019 XBART: Accelerated Bayesian Additive Regression Trees AISTATS 2019 A Data-Efficient Approach to Precise and Controlled Pushing CoRL 2018