Mathematics & Optimization

A Convergent and Dimension-Independent Min-Max Optimization Algorithm ICML 2022 Active Labeling: Streaming Stochastic Gradients NeurIPS 2022 Active Learning Polynomial Threshold Functions NeurIPS 2022 Active Structure Learning of Bayesian Networks in an Observational Setting JMLR 2022 Ada-BKB: Scalable Gaussian Process Optimization on Continuous Domains by Adaptive Discretization AISTATS 2022 AdaGrad Avoids Saddle Points ICML 2022 AdaLoss: A Computationally-Efficient and Provably Convergent Adaptive Gradient Method AAAI 2022 Adam Can Converge Without Any Modification On Update Rules NeurIPS 2022 A Damped Newton Method Achieves Global $\mathcal O \left(\frac{1}{k^2}\right)$ and Local Quadratic Convergence Rate NeurIPS 2022 Adaptation of the Independent Metropolis-Hastings Sampler with Normalizing Flow Proposals AISTATS 2022 Adapting to Mixing Time in Stochastic Optimization with Markovian Data ICML 2022 Adaptive Accelerated (Extra-)Gradient Methods with Variance Reduction ICML 2022 Adaptive and Universal Algorithms for Variational Inequalities with Optimal Convergence AAAI 2022 Adaptive Bandit Convex Optimization with Heterogeneous Curvature COLT 2022 Adaptive Best-of-Both-Worlds Algorithm for Heavy-Tailed Multi-Armed Bandits ICML 2022 Adaptive Data Analysis with Correlated Observations ICML 2022 Adaptive Distribution Calibration for Few-Shot Learning with Hierarchical Optimal Transport NeurIPS 2022 Adaptive Gaussian Processes on Graphs via Spectral Graph Wavelets AISTATS 2022 Adaptive Greedy Algorithm for Moderately Large Dimensions in Kernel Conditional Density Estimation JMLR 2022 Adaptive Importance Sampling meets Mirror Descent : a Bias-variance Tradeoff AISTATS 2022 Adaptively Partitioning Max-Affine Estimators for Convex Regression AISTATS 2022 Adaptive Oracle-Efficient Online Learning NeurIPS 2022 Adaptive Random Walk Gradient Descent for Decentralized Optimization ICML 2022 Adaptive Stochastic MPC under Unknown Noise Distribution L4DC 2022 Adaptive Stochastic Variance Reduction for Non-convex Finite-Sum Minimization NeurIPS 2022