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Optimization

1203 directly classified papers

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Papers

Practical Schemes for Finding Near-Stationary Points of Convex Finite-Sums AISTATS 2022
More Efficient Sampling for Tensor Decomposition With Worst-Case Guarantees ICML 2022
Minimax Optimization: The Case of Convex-Submodular AISTATS 2022
Super-Acceleration with Cyclical Step-sizes AISTATS 2022
On the Convergence Rate of Off-Policy Policy Optimization Methods with Density-Ratio Correction AISTATS 2022
Scaling and Scalability: Provable Nonconvex Low-Rank Tensor Completion AISTATS 2022
A Contraction Theory Approach to Optimization Algorithms from Acceleration Flows AISTATS 2022
On Structured Filtering-Clustering: Global Error Bound and Optimal First-Order Algorithms AISTATS 2022
Extragradient Method: O(1/K) Last-Iterate Convergence for Monotone Variational Inequalities and Connections With Cocoercivity AISTATS 2022
Scale-invariant Learning by Physics Inversion NIPS 2022
A Communication-efficient Algorithm with Linear Convergence for Federated Minimax Learning NIPS 2022
Augmenting Operations Research with Auto-Formulation of Optimization Models From Problem Descriptions EMNLP 2022
HARA: A Hierarchical Approach for Robust Rotation Averaging CVPR 2022
Iterative Double Sketching for Faster Least-Squares Optimization ICML 2022
Learning to Solve PDE-constrained Inverse Problems with Graph Networks ICML 2022
Provable Acceleration of Heavy Ball beyond Quadratics for a Class of Polyak-Lojasiewicz Functions when the Non-Convexity is Averaged-Out ICML 2022
Approximate Frank-Wolfe Algorithms over Graph-structured Support Sets ICML 2022
Dimension-free Complexity Bounds for High-order Nonconvex Finite-sum Optimization ICML 2022
On the Convergence Theory for Hessian-Free Bilevel Algorithms NIPS 2022
A consistently adaptive trust-region method NIPS 2022
The First Optimal Algorithm for Smooth and Strongly-Convex-Strongly-Concave Minimax Optimization NIPS 2022
DPCD: Discrete Principal Coordinate Descent for Binary Variable Problems AAAI 2022
Robust Sparse Mean Estimation via Sum of Squares COLT 2022
GoTube: Scalable Statistical Verification of Continuous-Depth Models AAAI 2022
Deciphering Lasso-based Classification Through a Large Dimensional Analysis of the Iterative Soft-Thresholding Algorithm ICML 2022