Continuous Optimization

An Optimal Algorithm for Adversarial Bandits with Arbitrary Delays AISTATS 2020 A novel variational form of the Schatten-p quasi-norm NeurIPS 2020 Apprenticeship Learning via Frank-Wolfe AAAI 2020 Approximate Heavily-Constrained Learning with Lagrange Multiplier Models NeurIPS 2020 A Practical Riemannian Algorithm for Computing Dominant Generalized Eigenspace UAI 2020 apricot: Submodular selection for data summarization in Python JMLR 2020 A Simple and Efficient Smoothing Method for Faster Optimization and Local Exploration NeurIPS 2020 A Single-Loop Smoothed Gradient Descent-Ascent Algorithm for Nonconvex-Concave Min-Max Problems NeurIPS 2020 A Single Recipe for Online Submodular Maximization with Adversarial or Stochastic Constraints NeurIPS 2020 A Sparse Resultant Based Method for Efficient Minimal Solvers CVPR 2020 A Sparse Semismooth Newton Based Proximal Majorization-Minimization Algorithm for Nonconvex Square-Root-Loss Regression Problems JMLR 2020 A Stochastic Derivative-Free Optimization Method with Importance Sampling: Theory and Learning to Control AAAI 2020 A Swiss Army Knife for Minimax Optimal Transport ICML 2020 Asymptotic Risk of Bézier Simplex Fitting AAAI 2020 A Three-Level Optimization Model for Nonlinearly Separable Clustering AAAI 2020 A Tight Convergence Analysis for Stochastic Gradient Descent with Delayed Updates ALT 2020 A Unified Analysis of Extra-gradient and Optimistic Gradient Methods for Saddle Point Problems: Proximal Point Approach AISTATS 2020 A Unified Framework for Structured Graph Learning via Spectral Constraints JMLR 2020 A Unified Optimization Framework for Low-Rank Inducing Penalties CVPR 2020 Automated Spectral Kernel Learning AAAI 2020 Automatically Learning Compact Quality-aware Surrogates for Optimization Problems NeurIPS 2020 Automatic Differentiation of Some First-Order Methods in Parametric Optimization AISTATS 2020 Bandit optimisation of functions in the Matérn kernel RKHS AISTATS 2020 Batchy: Batch-scheduling Data Flow Graphs with Service-level Objectives NSDI 2020 Bayesian Optimisation over Multiple Continuous and Categorical Inputs ICML 2020