stochastic gradient descent

AdaGeo: Adaptive Geometric Learning for Optimization and Sampling AISTATS 2018 An Alternative View: When Does SGD Escape Local Minima? ICML 2018 An efficient distributed learning algorithm based on effective local functional approximations JMLR 2018 An Investigation of Non-linear i-vectors for Speaker Verification Interspeech 2018 Are ResNets Provably Better than Linear Predictors? NeurIPS 2018 Asynchronous Decentralized Parallel Stochastic Gradient Descent ICML 2018 Average Stability is Invariant to Data Preconditioning. Implications to Exp-concave Empirical Risk Minimization JMLR 2018 Averaging Stochastic Gradient Descent on Riemannian Manifolds COLT 2018 Batch IS NOT Heavy: Learning Word Representations From All Samples ACL 2018 Breaking the Span Assumption Yields Fast Finite-Sum Minimization NeurIPS 2018 Byzantine Stochastic Gradient Descent NeurIPS 2018 Convergence diagnostics for stochastic gradient descent with constant learning rate AISTATS 2018 Curriculum Learning by Transfer Learning: Theory and Experiments with Deep Networks ICML 2018 Data-Dependent Stability of Stochastic Gradient Descent ICML 2018 Deep Gradient Compression: Reducing the Communication Bandwidth for Distributed Training ICLR 2018 Dissecting Adam: The Sign, Magnitude and Variance of Stochastic Gradients ICML 2018 Distributed Asynchronous Optimization with Unbounded Delays: How Slow Can You Go? ICML 2018 Distributed Stochastic Optimization via Adaptive SGD NeurIPS 2018 Don't Decay the Learning Rate, Increase the Batch Size ICLR 2018 Efficient Learning with a Family of Nonconvex Regularizers by Redistributing Nonconvexity JMLR 2018 Escaping Saddles with Stochastic Gradients ICML 2018 Evolutionary Stochastic Gradient Descent for Optimization of Deep Neural Networks NeurIPS 2018 Exponential Convergence of Testing Error for Stochastic Gradient Methods COLT 2018 Finding Global Optima in Nonconvex Stochastic Semidefinite Optimization with Variance Reduction AISTATS 2018 Gradient Descent Learns Linear Dynamical Systems JMLR 2018