stochastic gradient

A Universally Optimal Multistage Accelerated Stochastic Gradient Method NeurIPS 2019 Bayesian Optimization of Composite Functions ICML 2019 DTWNet: a Dynamic Time Warping Network NeurIPS 2019 Generalized Majorization-Minimization for Non-Convex Optimization IJCAI 2019 General Proximal Incremental Aggregated Gradient Algorithms: Better and Novel Results under General Scheme NeurIPS 2019 Gradient-based Adaptive Markov Chain Monte Carlo NeurIPS 2019 Katalyst: Boosting Convex Katayusha for Non-Convex Problems with a Large Condition Number ICML 2019 Necessary and Sufficient Geometries for Gradient Methods NeurIPS 2019 Non-Asymptotic Analysis of Fractional Langevin Monte Carlo for Non-Convex Optimization ICML 2019 On Connecting Stochastic Gradient MCMC and Differential Privacy AISTATS 2019 On Scalable and Efficient Computation of Large Scale Optimal Transport ICML 2019 On the Global Convergence of (Fast) Incremental Expectation Maximization Methods NeurIPS 2019 Optimal Mini-Batch and Step Sizes for SAGA ICML 2019 Provable Gradient Variance Guarantees for Black-Box Variational Inference NeurIPS 2019 Quadruply Stochastic Gradients for Large Scale Nonlinear Semi-Supervised AUC Optimization IJCAI 2019 Rao-Blackwellized Stochastic Gradients for Discrete Distributions ICML 2019 Reducing Noise in GAN Training with Variance Reduced Extragradient NeurIPS 2019 Riemannian adaptive stochastic gradient algorithms on matrix manifolds ICML 2019 Sampling from Non-Log-Concave Distributions via Variance-Reduced Gradient Langevin Dynamics AISTATS 2019 Scalable and Efficient Pairwise Learning to Achieve Statistical Accuracy AAAI 2019 Simple Stochastic Gradient Methods for Non-Smooth Non-Convex Regularized Optimization ICML 2019 Sketched Iterative Algorithms for Structured Generalized Linear Models IJCAI 2019 SpHMC: Spectral Hamiltonian Monte Carlo AAAI 2019 Stabilized SVRG: Simple Variance Reduction for Nonconvex Optimization COLT 2019 Stochastic Gradient Hamiltonian Monte Carlo Methods with Recursive Variance Reduction NeurIPS 2019