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Continuous Optimization

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Automatically Learning Compact Quality-aware Surrogates for Optimization Problems NIPS 2020
Efficient Projection-free Algorithms for Saddle Point Problems NIPS 2020
Projection Efficient Subgradient Method and Optimal Nonsmooth Frank-Wolfe Method NIPS 2020
Boosting First-Order Methods by Shifting Objective: New Schemes with Faster Worst-Case Rates NIPS 2020
Distributed Newton Can Communicate Less and Resist Byzantine Workers NIPS 2020
Optimal and Practical Algorithms for Smooth and Strongly Convex Decentralized Optimization NIPS 2020
Fast Unbalanced Optimal Transport on a Tree NIPS 2020
Escaping the Gravitational Pull of Softmax NIPS 2020
Robust Policy Synthesis for Uncertain POMDPs via Convex Optimization IJCAI 2020
Evaluating Natural Language Generation via Unbalanced Optimal Transport IJCAI 2020
On Metric DBSCAN with Low Doubling Dimension IJCAI 2020
Variational Optimization on Lie Groups, with Examples of Leading (Generalized) Eigenvalue Problems AISTATS 2020
Optimal Approximation of Doubly Stochastic Matrices AISTATS 2020
Learning Sparse Nonparametric DAGs AISTATS 2020
An Optimal Algorithm for Adversarial Bandits with Arbitrary Delays AISTATS 2020
Optimal Randomized First-Order Methods for Least-Squares Problems ICML 2020
Input-Sparsity Low Rank Approximation in Schatten Norm ICML 2020
Median Matrix Completion: from Embarrassment to Optimality ICML 2020
Manipulation Trajectory Optimization with Online Grasp Synthesis and Selection RSS 2020
Blur Aware Calibration of Multi-Focus Plenoptic Camera CVPR 2020
Correspondence-Free Material Reconstruction using Sparse Surface Constraints CVPR 2020
Cogradient Descent for Bilinear Optimization CVPR 2020
Convergence Rates of Smooth Message Passing with Rounding in Entropy-Regularized MAP Inference AISTATS 2020
Online Convex Optimization with Perturbed Constraints: Optimal Rates against Stronger Benchmarks AISTATS 2020
On the Distribution of Minima in Intrinsic-Metric Rotation Averaging CVPR 2020