convergence rate

Convergence Rates of Stochastic Gradient Descent under Infinite Noise Variance NeurIPS 2021 Differentiating the Value Function by using Convex Duality AISTATS 2021 EF21: A New, Simpler, Theoretically Better, and Practically Faster Error Feedback NeurIPS 2021 Fast convergence of stochastic subgradient method under interpolation ICLR 2021 Faster Convergence of Stochastic Gradient Langevin Dynamics for Non-Log-Concave Sampling UAI 2021 Fast Learning for Renewal Optimization in Online Task Scheduling JMLR 2021 Fast Rates for Structured Prediction COLT 2021 First-Order Methods for Wasserstein Distributionally Robust MDP ICML 2021 Frugal Optimization for Cost-related Hyperparameters AAAI 2021 GBHT: Gradient Boosting Histogram Transform for Density Estimation ICML 2021 Geometric rates of convergence for kernel-based sampling algorithms UAI 2021 Histogram Transform Ensembles for Large-scale Regression JMLR 2021 Homeomorphic-Invariance of EM: Non-Asymptotic Convergence in KL Divergence for Exponential Families via Mirror Descent AISTATS 2021 How Well Generative Adversarial Networks Learn Distributions JMLR 2021 Improved Penalty Method via Doubly Stochastic Gradients for Bilevel Hyperparameter Optimization AAAI 2021 Linear Convergent Decentralized Optimization with Compression ICLR 2021 Local Convergence Analysis of Gradient Descent Ascent with Finite Timescale Separation ICLR 2021 Local SGD: Unified Theory and New Efficient Methods AISTATS 2021 Loop Estimator for Discounted Values in Markov Reward Processes AAAI 2021 Lower Bounds on Metropolized Sampling Methods for Well-Conditioned Distributions NeurIPS 2021 Momentum Centering and Asynchronous Update for Adaptive Gradient Methods NeurIPS 2021 Near Optimal Policy Optimization via REPS NeurIPS 2021 Newton-LESS: Sparsification without Trade-offs for the Sketched Newton Update NeurIPS 2021 Nonlinear Two-Time-Scale Stochastic Approximation: Convergence and Finite-Time Performance L4DC 2021 Nonparametric Modeling of Higher-Order Interactions via Hypergraphons JMLR 2021