convergence analysis

Stochastic first-order methods: non-asymptotic and computer-aided analyses via potential functions COLT 2019 Stochastic Gradient Descent on Separable Data: Exact Convergence with a Fixed Learning Rate AISTATS 2019 The Implicit Bias of AdaGrad on Separable Data NeurIPS 2019 Towards a Better Understanding and Regularization of GAN Training Dynamics UAI 2019 Toward Understanding the Impact of Staleness in Distributed Machine Learning ICLR 2019 Two Time-scale Off-Policy TD Learning: Non-asymptotic Analysis over Markovian Samples NeurIPS 2019 Understanding the Role of Momentum in Stochastic Gradient Methods NeurIPS 2019 Universal Stagewise Learning for Non-Convex Problems with Convergence on Averaged Solutions ICLR 2019 Which Algorithmic Choices Matter at Which Batch Sizes? Insights From a Noisy Quadratic Model NeurIPS 2019 A Bridging Framework for Model Optimization and Deep Propagation NeurIPS 2018 Adaptive Methods for Nonconvex Optimization NeurIPS 2018 A Generic Approach for Accelerating Stochastic Zeroth-Order Convex Optimization IJCAI 2018 Alternating Randomized Block Coordinate Descent ICML 2018 An Efficient and Provable Approach for Mixture Proportion Estimation Using Linear Independence Assumption CVPR 2018 A Unified Analysis of Stochastic Momentum Methods for Deep Learning IJCAI 2018 Boosting Variational Inference: an Optimization Perspective AISTATS 2018 Convergence Analysis of Distributed Inference with Vector-Valued Gaussian Belief Propagation JMLR 2018 Convergence Analysis of Gradient Descent for Eigenvector Computation IJCAI 2018 Convergence of Value Aggregation for Imitation Learning AISTATS 2018 Differential Equations for Modeling Asynchronous Algorithms IJCAI 2018 LP Heuristics over Conjunctions: Compilation, Convergence, Nogood Learning IJCAI 2018 New Insight into Hybrid Stochastic Gradient Descent: Beyond With-Replacement Sampling and Convexity NeurIPS 2018 On Q-learning Convergence for Non-Markov Decision Processes IJCAI 2018 On the Convergence of Adam and Beyond ICLR 2018 On the Convergence of PatchMatch and Its Variants CVPR 2018