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Continuous Optimization

3907 directly classified papers

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Papers

Low-rank Tensor Learning with Nonconvex Overlapped Nuclear Norm Regularization JMLR 2022
Nonconvex Matrix Completion with Linearly Parameterized Factors JMLR 2022
Projected Robust PCA with Application to Smooth Image Recovery JMLR 2022
TFPnP: Tuning-free Plug-and-Play Proximal Algorithms with Applications to Inverse Imaging Problems JMLR 2022
Scalable First-Order Bayesian Optimization via Structured Automatic Differentiation ICML 2022
On Last-Iterate Convergence Beyond Zero-Sum Games ICML 2022
UnderGrad: A Universal Black-Box Optimization Method with Almost Dimension-Free Convergence Rate Guarantees ICML 2022
Gradient Based Clustering ICML 2022
Fast Composite Optimization and Statistical Recovery in Federated Learning ICML 2022
Measuring dissimilarity with diffeomorphism invariance ICML 2022
RECAPP: Crafting a More Efficient Catalyst for Convex Optimization ICML 2022
Only tails matter: Average-Case Universality and Robustness in the Convex Regime ICML 2022
Value Function based Difference-of-Convex Algorithm for Bilevel Hyperparameter Selection Problems ICML 2022
Optimal Algorithms for Stochastic Multi-Level Compositional Optimization ICML 2022
A Single-Loop Gradient Descent and Perturbed Ascent Algorithm for Nonconvex Functional Constrained Optimization ICML 2022
A Unifying Framework for Variance-Reduced Algorithms for Findings Zeroes of Monotone operators JMLR 2022
Variance Reduced EXTRA and DIGing and Their Optimal Acceleration for Strongly Convex Decentralized Optimization JMLR 2022
Collision Detection Accelerated: An Optimization Perspective RSS 2022
Proximal Denoiser for Convergent Plug-and-Play Optimization with Nonconvex Regularization ICML 2022
More Efficient Sampling for Tensor Decomposition With Worst-Case Guarantees ICML 2022
VectorAdam for Rotation Equivariant Geometry Optimization NIPS 2022
Misspecified Phase Retrieval with Generative Priors NIPS 2022
Single Loop Gaussian Homotopy Method for Non-convex Optimization NIPS 2022
CLIPDraw: Exploring Text-to-Drawing Synthesis through Language-Image Encoders NIPS 2022
A gradient sampling method with complexity guarantees for Lipschitz functions in high and low dimensions NIPS 2022