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Continuous Optimization

3,907 papers

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Papers

Hardness of Low Rank Approximation of Entrywise Transformed Matrix Products NIPS 2023
Projection-Free Methods for Solving Nonconvex-Concave Saddle Point Problems NIPS 2023
Universal Gradient Descent Ascent Method for Nonconvex-Nonconcave Minimax Optimization NIPS 2023
Robust Second-Order Nonconvex Optimization and Its Application to Low Rank Matrix Sensing NIPS 2023
Tree-Based Diffusion Schrödinger Bridge with Applications to Wasserstein Barycenters NIPS 2023
GloptiNets: Scalable Non-Convex Optimization with Certificates NIPS 2023
Locality Sensitive Hashing in Fourier Frequency Domain For Soft Set Containment Search NIPS 2023
Self-Consistent Velocity Matching of Probability Flows NIPS 2023
Beyond NTK with Vanilla Gradient Descent: A Mean-Field Analysis of Neural Networks with Polynomial Width, Samples, and Time NIPS 2023
Revisiting Area Convexity: Faster Box-Simplex Games and Spectrahedral Generalizations NIPS 2023
Implicit Bias of (Stochastic) Gradient Descent for Rank-1 Linear Neural Network NIPS 2023
Geometric Analysis of Matrix Sensing over Graphs NIPS 2023
Local Convergence of Gradient Methods for Min-Max Games: Partial Curvature Generically Suffices NIPS 2023
A Unified Approach for Maximizing Continuous DR-submodular Functions NIPS 2023
GRAND-SLAMIN’ Interpretable Additive Modeling with Structural Constraints NIPS 2023
Provable benefits of score matching NIPS 2023
Oracle Complexity of Single-Loop Switching Subgradient Methods for Non-Smooth Weakly Convex Functional Constrained Optimization NIPS 2023
Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources NIPS 2023
The Rank-Reduced Kalman Filter: Approximate Dynamical-Low-Rank Filtering In High Dimensions NIPS 2023
A Single-Loop Accelerated Extra-Gradient Difference Algorithm with Improved Complexity Bounds for Constrained Minimax Optimization NIPS 2023
Deep Optimal Transport: A Practical Algorithm for Photo-realistic Image Restoration NIPS 2023
Diffusion Schrödinger Bridge Matching NIPS 2023
Faster Margin Maximization Rates for Generic Optimization Methods NIPS 2023
Data-Dependent Bounds for Online Portfolio Selection Without Lipschitzness and Smoothness NIPS 2023
Outlier-Robust Wasserstein DRO NIPS 2023