Stochastic Processes

Online Bootstrap Confidence Intervals for the Stochastic Gradient Descent Estimator JMLR 2018 Online Deep Learning: Learning Deep Neural Networks on the Fly IJCAI 2018 Online Structured Laplace Approximations for Overcoming Catastrophic Forgetting NeurIPS 2018 On Markov Chain Gradient Descent NeurIPS 2018 On Q-learning Convergence for Non-Markov Decision Processes IJCAI 2018 On the Convergence Properties of a K-step Averaging Stochastic Gradient Descent Algorithm for Nonconvex Optimization IJCAI 2018 On the Theory of Variance Reduction for Stochastic Gradient Monte Carlo ICML 2018 On Truly Block Eigensolvers via Riemannian Optimization AISTATS 2018 Optimal Distributed Learning with Multi-pass Stochastic Gradient Methods ICML 2018 PCA of high dimensional random walks with comparison to neural network training NeurIPS 2018 Phonological Posterior Hashing for Query by Example Spoken Term Detection Interspeech 2018 Predicting Smoking Events with a Time-Varying Semi-Parametric Hawkes Process Model MLHC 2018 Probabilistic Recurrent State-Space Models ICML 2018 Product Kernel Interpolation for Scalable Gaussian Processes AISTATS 2018 Quasi-Monte Carlo Variational Inference ICML 2018 RayNet: Learning Volumetric 3D Reconstruction With Ray Potentials CVPR 2018 Reconstructing Neutral Speech from Tracheoesophageal Speech Interspeech 2018 Reinforced Extractive Summarization with Question-Focused Rewards ACL 2018 Reliability and Learnability of Human Bandit Feedback for Sequence-to-Sequence Reinforcement Learning ACL 2018 Reparameterization Gradient for Non-differentiable Models NeurIPS 2018 Representing and Learning High Dimensional Data With the Optimal Transport Map From a Probabilistic Viewpoint CVPR 2018 Residual Loss Prediction: Reinforcement Learning With No Incremental Feedback ICLR 2018 Semiparametric Contextual Bandits ICML 2018 Sensitivity to Input Order: Evaluation of an Incremental and Memory-Limited Bayesian Cross-Situational Word Learning Model COLING 2018 Slow and Stale Gradients Can Win the Race: Error-Runtime Trade-offs in Distributed SGD AISTATS 2018