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Continuous Optimization

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Relative Interior Rule in Block-Coordinate Descent CVPR 2020
Optimal least-squares solution to the hand-eye calibration problem CVPR 2020
Robust Tensor Decomposition via Orientation Invariant Tubal Nuclear Norms AAAI 2020
Joint Partial Optimal Transport for Open Set Domain Adaptation IJCAI 2020
Proximal Gradient Algorithm with Momentum and Flexible Parameter Restart for Nonconvex Optimization IJCAI 2020
Dinkelbach-Type Algorithm for Computing Quantal Stackelberg Equilibrium IJCAI 2020
A Unified Analysis of Extra-gradient and Optimistic Gradient Methods for Saddle Point Problems: Proximal Point Approach AISTATS 2020
A Fast Anderson-Chebyshev Acceleration for Nonlinear Optimization AISTATS 2020
Numerically Solving Parametric Families of High-Dimensional Kolmogorov Partial Differential Equations via Deep Learning NIPS 2020
Non-Rigid Structure from Motion: Prior-Free Factorization Method Revisited WACV 2020
Depth Completion via Deep Basis Fitting WACV 2020
Beyond Lazy Training for Over-parameterized Tensor Decomposition NIPS 2020
Geodesically-convex optimization for averaging partially observed covariance matrices ACML 2020
Robust Document Distance with Wasserstein-Fisher-Rao metric ACML 2020
Scalable Calibration of Affinity Matrices from Incomplete Observations ACML 2020
A First Principles Approach for Data-Efficient System Identification of Spring-Rod Systems via Differentiable Physics Engines L4DC 2020
Complexity Guarantees for Polyak Steps with Momentum COLT 2020
The Gradient Complexity of Linear Regression COLT 2020
Highly smooth minimization of non-smooth problems COLT 2020
Gradient descent algorithms for Bures-Wasserstein barycenters COLT 2020
Halpern Iteration for Near-Optimal and Parameter-Free Monotone Inclusion and Strong Solutions to Variational Inequalities COLT 2020
On the Convergence of Stochastic Gradient Descent with Low-Rank Projections for Convex Low-Rank Matrix Problems COLT 2020
Last Iterate is Slower than Averaged Iterate in Smooth Convex-Concave Saddle Point Problems COLT 2020
Nearly Non-Expansive Bounds for Mahalanobis Hard Thresholding COLT 2020
Leading Multi-Agent Teams to Multiple Goals While Maintaining Communication RSS 2020