Continuous Optimization

Bayesian Probabilistic Numerical Integration with Tree-Based Models NeurIPS 2020 Better Algorithms for Estimating Non-Parametric Models in Crowd-Sourcing and Rank Aggregation COLT 2020 Beyond Lazy Training for Over-parameterized Tensor Decomposition NeurIPS 2020 Blur Aware Calibration of Multi-Focus Plenoptic Camera CVPR 2020 Boosting First-Order Methods by Shifting Objective: New Schemes with Faster Worst-Case Rates NeurIPS 2020 Boosting Frank-Wolfe by Chasing Gradients ICML 2020 BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization NeurIPS 2020 Calibrated Surrogate Maximization of Linear-fractional Utility in Binary Classification AISTATS 2020 Can Stochastic Zeroth-Order Frank-Wolfe Method Converge Faster for Non-Convex Problems? ICML 2020 Cogradient Descent for Bilinear Optimization CVPR 2020 Communication-Efficient Distributed PCA by Riemannian Optimization ICML 2020 Community detection using fast low-cardinality semidefinite programming NeurIPS 2020 Complete Dictionary Learning via ℓ_p-norm Maximization UAI 2020 Complete Dictionary Learning via L4-Norm Maximization over the Orthogonal Group JMLR 2020 Complexity Guarantees for Polyak Steps with Momentum COLT 2020 Complexity of Finding Stationary Points of Nonconvex Nonsmooth Functions ICML 2020 Conditional gradient methods for stochastically constrained convex minimization ICML 2020 Conformal Symplectic and Relativistic Optimization NeurIPS 2020 Conic Descent and its Application to Memory-efficient Optimization over Positive Semidefinite Matrices NeurIPS 2020 Constructive Universal High-Dimensional Distribution Generation through Deep ReLU Networks ICML 2020 Contiguous Cake Cutting: Hardness Results and Approximation Algorithms AAAI 2020 Continuous Regularized Wasserstein Barycenters NeurIPS 2020 Continuous Submodular Maximization: Beyond DR-Submodularity NeurIPS 2020 Continuous-time Lower Bounds for Gradient-based Algorithms ICML 2020 Convergence Analysis of Block Coordinate Algorithms with Determinantal Sampling AISTATS 2020