Stochastic Processes

Towards Understanding Acceleration Tradeoff between Momentum and Asynchrony in Nonconvex Stochastic Optimization NeurIPS 2018 Tracking the gradients using the Hessian: A new look at variance reducing stochastic methods AISTATS 2018 Transformation Autoregressive Networks ICML 2018 Universal discrete-time reservoir computers with stochastic inputs and linear readouts using non-homogeneous state-affine systems JMLR 2018 Variance Reduction in Black-box Variational Inference by Adaptive Importance Sampling IJCAI 2018 Video Prediction via Selective Sampling NeurIPS 2018 Weighted SGD for ℓ_p Regression with Randomized Preconditioning JMLR 2018 Zeroth-order (Non)-Convex Stochastic Optimization via Conditional Gradient and Gradient Updates NeurIPS 2018 A Birth-Death Process for Feature Allocation ICML 2017 Accelerated Doubly Stochastic Gradient Algorithm for Large-scale Empirical Risk Minimization IJCAI 2017 Adaptive Sampling Probabilities for Non-Smooth Optimization ICML 2017 A Dirichlet Mixture Model of Hawkes Processes for Event Sequence Clustering NeurIPS 2017 A Distributional Perspective on Reinforcement Learning ICML 2017 A Fast Stochastic Contact Model for Planar Pushing and Grasping: Theory and Experimental Validation RSS 2017 A Functional Dynamic Boltzmann Machine IJCAI 2017 Algorithmic Stability and Hypothesis Complexity ICML 2017 A Mutually-Dependent Hadamard Kernel for Modelling Latent Variable Couplings ACML 2017 An Alternative Softmax Operator for Reinforcement Learning ICML 2017 A-NICE-MC: Adversarial Training for MCMC NeurIPS 2017 An Investigation of Emotion Dynamics and Kalman Filtering for Speech-Based Emotion Prediction Interspeech 2017 Annular Augmentation Sampling AISTATS 2017 A Robust Noise Resistant Algorithm for POI Identification from Flickr Data IJCAI 2017 A Scale Free Algorithm for Stochastic Bandits with Bounded Kurtosis NeurIPS 2017 Automated Inference with Adaptive Batches AISTATS 2017 Averaged-DQN: Variance Reduction and Stabilization for Deep Reinforcement Learning ICML 2017