Bayesian Inference

Efficient Inference in Multi-task Cox Process Models AISTATS 2019 Efficient Language Modeling with Automatic Relevance Determination in Recurrent Neural Networks ACL 2019 Efficient learning of smooth probability functions from Bernoulli tests with guarantees ICML 2019 Efficient Neutrino Oscillation Parameter Inference with Gaussian Process AAAI 2019 Efficient Non-parametric Bayesian Hawkes Processes IJCAI 2019 Efficient Probabilistic Inference in the Quest for Physics Beyond the Standard Model NeurIPS 2019 Embarrassingly Parallel MCMC using Deep Invertible Transformations UAI 2019 Energy-efficient Path Planning for Ground Robots by and Combining Air and Ground Measurements CoRL 2019 Enhanced Bayesian Compression via Deep Reinforcement Learning CVPR 2019 Enhancing Variational Autoencoders with Mutual Information Neural Estimation for Text Generation EMNLP 2019 Epsilon-BMC: A Bayesian Ensemble Approach to Epsilon-Greedy Exploration in Model-Free Reinforcement Learning UAI 2019 Estimating Convergence of Markov chains with L-Lag Couplings NeurIPS 2019 Estimating the Causal Effect from Partially Observed Time Series AAAI 2019 Evaluating Topic Quality with Posterior Variability EMNLP 2019 Exact and Approximate Weighted Model Integration with Probability Density Functions Using Knowledge Compilation AAAI 2019 Exact Gaussian Processes on a Million Data Points NeurIPS 2019 Exact inference in structured prediction NeurIPS 2019 Exploiting Visual Features Using Bayesian Gated Neural Networks for Disordered Speech Recognition Interspeech 2019 Exploiting Worker Correlation for Label Aggregation in Crowdsourcing ICML 2019 Extreme Stochastic Variational Inference: Distributed Inference for Large Scale Mixture Models AISTATS 2019 Fast and Simple Natural-Gradient Variational Inference with Mixture of Exponential-family Approximations ICML 2019 Fast Automatic Smoothing for Generalized Additive Models JMLR 2019 Fast Convergence of Belief Propagation to Global Optima: Beyond Correlation Decay NeurIPS 2019 Fast Direct Search in an Optimally Compressed Continuous Target Space for Efficient Multi-Label Active Learning ICML 2019 Fast Gaussian process based gradient matching for parameter identification in systems of nonlinear ODEs AISTATS 2019