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Continuous Optimization

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Papers

A Modular Analysis of Provable Acceleration via Polyak’s Momentum: Training a Wide ReLU Network and a Deep Linear Network ICML 2021
Scalable Optimal Transport in High Dimensions for Graph Distances, Embedding Alignment, and More ICML 2021
A Riemannian Block Coordinate Descent Method for Computing the Projection Robust Wasserstein Distance ICML 2021
Training Quantized Neural Networks to Global Optimality via Semidefinite Programming ICML 2021
Acceleration via Fractal Learning Rate Schedules ICML 2021
Generalized Shuffled Linear Regression ICCV 2021
Localized Simple Multiple Kernel K-Means ICCV 2021
Low-Rank Tensor Completion by Approximating the Tensor Average Rank ICCV 2021
Transforms Based Tensor Robust PCA: Corrupted Low-Rank Tensors Recovery via Convex Optimization ICCV 2021
R-SLAM: Optimizing Eye Tracking From Rolling Shutter Video of the Retina ICCV 2021
Cortical Surface Shape Analysis Based on Alexandrov Polyhedra ICCV 2021
ARAPReg: An As-Rigid-As Possible Regularization Loss for Learning Deformable Shape Generators ICCV 2021
Adaptive Experimental Design for Optimizing Combinatorial Structures IJCAI 2021
Improved Guarantees and a Multiple-descent Curve for Column Subset Selection and the Nystrom Method (Extended Abstract) IJCAI 2021
Optimal Feedback Law Recovery by Gradient-Augmented Sparse Polynomial Regression JMLR 2021
Accelerating Ill-Conditioned Low-Rank Matrix Estimation via Scaled Gradient Descent JMLR 2021
CWY Parametrization: a Solution for Parallelized Optimization of Orthogonal and Stiefel Matrices AISTATS 2021
Mixed variable Bayesian optimization with frequency modulated kernels UAI 2021
Robust principal component analysis for generalized multi-view models UAI 2021
The complexity of nonconvex-strongly-concave minimax optimization UAI 2021
Improving approximate optimal transport distances using quantization UAI 2021
Most: multi-source domain adaptation via optimal transport for student-teacher learning UAI 2021
Three Operator Splitting with a Nonconvex Loss Function ICML 2021
Federated Composite Optimization ICML 2021
DAGs with No Curl: An Efficient DAG Structure Learning Approach ICML 2021