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Continuous Optimization

3907 directly classified papers

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Papers

Linear-Time Gromov Wasserstein Distances using Low Rank Couplings and Costs ICML 2022
Exact Optimal Accelerated Complexity for Fixed-Point Iterations ICML 2022
Generalized Leverage Scores: Geometric Interpretation and Applications ICML 2022
A Convergent and Dimension-Independent Min-Max Optimization Algorithm ICML 2022
On the Convergence of Inexact Predictor-Corrector Methods for Linear Programming ICML 2022
Born-Infeld (BI) for AI: Energy-Conserving Descent (ECD) for Optimization ICML 2022
Improve Single-Point Zeroth-Order Optimization Using High-Pass and Low-Pass Filters 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
Coordinate Descent on the Orthogonal Group for Recurrent Neural Network Training AAAI 2022
How to Fill the Optimum Set? Population Gradient Descent with Harmless Diversity ICML 2022
Optimization for Classical Machine Learning Problems on the GPU AAAI 2022
Faster Unbalanced Optimal Transport: Translation invariant Sinkhorn and 1-D Frank-Wolfe AISTATS 2022
Tight Neural Network Verification via Semidefinite Relaxations and Linear Reformulations AAAI 2022
On Convergence of Lookahead in Smooth Games AISTATS 2022
On Multimarginal Partial Optimal Transport: Equivalent Forms and Computational Complexity AISTATS 2022
Open Problem: Running time complexity of accelerated $\ell_1$-regularized PageRank COLT 2022
An Optimal Transport Approach to Deep Metric Learning (Student Abstract) AAAI 2022
Transferring Knowledge via Neighborhood-Aware Optimal Transport for Low-Resource Hate Speech Detection IJCNLP 2022
Higher-Order Dependency Parsing for Arc-Polynomial Score Functions via Gradient-Based Methods and Genetic Algorithm IJCNLP 2022
Efficient Projection-Free Online Convex Optimization with Membership Oracle COLT 2022
Sharper Rates for Separable Minimax and Finite Sum Optimization via Primal-Dual Extragradient Methods COLT 2022
Online Learning to Transport via the Minimal Selection Principle COLT 2022
Learning To Solve Hard Minimal Problems CVPR 2022
Data-Driven Real-Time Strategic Placement of Mobile Vaccine Distribution Sites AAAI 2022
Denoising and change point localisation in piecewise-constant high-dimensional regression coefficients AISTATS 2022