Bayesian Inference

BAYHENN: Combining Bayesian Deep Learning and Homomorphic Encryption for Secure DNN Inference IJCAI 2019 Belief Propagation: Accurate Marginals or Accurate Partition Function – Where is the Difference? UAI 2019 Benefits and Pitfalls of the Exponential Mechanism with Applications to Hilbert Spaces and Functional PCA ICML 2019 Bernoulli Race Particle Filters AISTATS 2019 Better Exploiting Latent Variables in Text Modeling ACL 2019 Beyond Confidence Regions: Tight Bayesian Ambiguity Sets for Robust MDPs NeurIPS 2019 Beyond temperature scaling: Obtaining well-calibrated multi-class probabilities with Dirichlet calibration NeurIPS 2019 Beyond the Chinese Restaurant and Pitman-Yor processes: Statistical Models with double power-law behavior ICML 2019 Bias-Variance Trade-Off in Hierarchical Probabilistic Models Using Higher-Order Feature Interactions AAAI 2019 Binary Space Partitioning Forest AISTATS 2019 Block Belief Propagation for Parameter Learning in Markov Random Fields AAAI 2019 Calibrated Approximate Bayesian Inference ICML 2019 Calibration Wizard: A Guidance System for Camera Calibration Based on Modelling Geometric and Corner Uncertainty ICCV 2019 Can You Trust This Prediction? Auditing Pointwise Reliability After Learning AISTATS 2019 Causal Discovery and Forecasting in Nonstationary Environments with State-Space Models ICML 2019 ChamNet: Towards Efficient Network Design Through Platform-Aware Model Adaptation CVPR 2019 Clustering Time Series with Nonlinear Dynamics: A Bayesian Non-Parametric and Particle-Based Approach AISTATS 2019 CNN-LSTM Models for Multi-Speaker Source Separation Using Bayesian Hyper Parameter Optimization Interspeech 2019 Co-Generation with GANs using AIS based HMC NeurIPS 2019 Collective Online Learning of Gaussian Processes in Massive Multi-Agent Systems AAAI 2019 Communication-Efficient Stochastic Gradient MCMC for Neural Networks AAAI 2019 Compiling Bayesian Network Classifiers into Decision Graphs AAAI 2019 Compound Probabilistic Context-Free Grammars for Grammar Induction ACL 2019 Computational Separations between Sampling and Optimization NeurIPS 2019 Conditional Expectation Propagation UAI 2019