Stochastic Methods

ACCELERATING NONCONVEX LEARNING VIA REPLICA EXCHANGE LANGEVIN DIFFUSION ICLR 2019 Acceleration of SVRG and Katyusha X by Inexact Preconditioning ICML 2019 Active Mini-Batch Sampling Using Repulsive Point Processes AAAI 2019 An Information-Theoretic Approach to Minimax Regret in Partial Monitoring COLT 2019 Anytime Online-to-Batch, Optimism and Acceleration ICML 2019 Approximations of the Restless Bandit Problem JMLR 2019 A Sufficient Condition for Convergences of Adam and RMSProp CVPR 2019 Asynchronous Stochastic Frank-Wolfe Algorithms for Non-Convex Optimization IJCAI 2019 Characterizing the Exact Behaviors of Temporal Difference Learning Algorithms Using Markov Jump Linear System Theory NeurIPS 2019 Cogra: Concept-Drift-Aware Stochastic Gradient Descent for Time-Series Forecasting AAAI 2019 Communication-efficient Distributed SGD with Sketching NeurIPS 2019 Communication-Efficient Stochastic Gradient MCMC for Neural Networks AAAI 2019 Communication trade-offs for Local-SGD with large step size NeurIPS 2019 Continuous-time Models for Stochastic Optimization Algorithms NeurIPS 2019 Efficient Diversified Mini-Batch Selection using Variable High-layer Features ACML 2019 Efficient Image Retrieval via Decoupling Diffusion into Online and Offline Processing AAAI 2019 Embarrassingly Parallel MCMC using Deep Invertible Transformations UAI 2019 Exact sampling of determinantal point processes with sublinear time preprocessing NeurIPS 2019 Fall of Empires: Breaking Byzantine-tolerant SGD by Inner Product Manipulation UAI 2019 Fast and Faster Convergence of SGD for Over-Parameterized Models and an Accelerated Perceptron AISTATS 2019 Finite-Time Error Bounds For Linear Stochastic Approximation andTD Learning COLT 2019 Finite-Time Performance Bounds and Adaptive Learning Rate Selection for Two Time-Scale Reinforcement Learning NeurIPS 2019 Fluctuation-dissipation relations for stochastic gradient descent ICLR 2019 Generating and Sampling Orbits for Lifted Probabilistic Inference UAI 2019 Gradient-based Adaptive Markov Chain Monte Carlo NeurIPS 2019