Bayesian Inference

Exploiting Strategy-Space Diversity for Batch Bayesian Optimization AISTATS 2018 Exploration by Distributional Reinforcement Learning IJCAI 2018 Factorial HMMs with Collapsed Gibbs Sampling for Optimizing Long-term HIV Therapy AISTATS 2018 Fast and Scalable Bayesian Deep Learning by Weight-Perturbation in Adam ICML 2018 Fast Estimation of Causal Interactions using Wold Processes NeurIPS 2018 Fast Information-theoretic Bayesian Optimisation ICML 2018 Fast Model Identification via Physics Engines for Data-Efficient Policy Search IJCAI 2018 Fast Threshold Tests for Detecting Discrimination AISTATS 2018 Fast Variational Bayes for Heavy-tailed PLDA Applied to i-vectors and x-vectors Interspeech 2018 Feature-correlation-aware Gaussian Process Latent Variable Model ACML 2018 Fixing a Broken ELBO ICML 2018 Flipout: Efficient Pseudo-Independent Weight Perturbations on Mini-Batches ICLR 2018 Formal Verification of Bayesian Network Classifiers PGM 2018 From Stochastic Planning to Marginal MAP NeurIPS 2018 Full Bayesian Hidden Markov Model Variational Autoencoder for Acoustic Unit Discovery Interspeech 2018 Gamma-Poisson Dynamic Matrix Factorization Embedded with Metadata Influence NeurIPS 2018 Gaussian Process Neural Networks for Speech Recognition Interspeech 2018 Generalization Bounds of SGLD for Non-convex Learning: Two Theoretical Viewpoints COLT 2018 Generalized Robust Bayesian Committee Machine for Large-scale Gaussian Process Regression ICML 2018 Global Search with Bernoulli Alternation Kernel for Task-oriented Grasping Informed by Simulation CoRL 2018 Global SNR Estimation of Speech Signals Using Entropy and Uncertainty Estimates from Dropout Networks Interspeech 2018 GPyTorch: Blackbox Matrix-Matrix Gaussian Process Inference with GPU Acceleration NeurIPS 2018 Graphical model inference: Sequential Monte Carlo meets deterministic approximations NeurIPS 2018 Handling Uncertainty in Recommender Systems under the Belief Function Theory IJCAI 2018 Heterogeneous Multi-output Gaussian Process Prediction NeurIPS 2018