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Continuous Optimization

3,907 papers

Papers per year

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155
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Papers

Optimal and Adaptive Monteiro-Svaiter Acceleration NIPS 2022
Dynamic Learning of Correlation Potentials for a Time-Dependent Kohn-Sham System L4DC 2022
Theory and Approximate Solvers for Branched Optimal Transport with Multiple Sources NIPS 2022
Data-Driven Conditional Robust Optimization NIPS 2022
KNOT: Knowledge Distillation Using Optimal Transport for Solving NLP Tasks COLING 2022
Efficient Algorithms for Monotone Non-Submodular Maximization with Partition Matroid Constraint IJCAI 2022
OpReg-Boost: Learning to Accelerate Online Algorithms with Operator Regression L4DC 2022
Allocating Opportunities in a Dynamic Model of Intergenerational Mobility (Extended Abstract) IJCAI 2022
Coresets for Relational Data and The Applications NIPS 2022
A Fast Scale-Invariant Algorithm for Non-negative Least Squares with Non-negative Data NIPS 2022
Towards An Efficient Approach for the Nonconvex lp Ball Projection: Algorithm and Analysis JMLR 2022
Faster Noisy Power Method ALT 2022
The Burer-Monteiro SDP method can fail even above the Barvinok-Pataki bound NIPS 2022
Fast Stochastic Composite Minimization and an Accelerated Frank-Wolfe Algorithm under Parallelization NIPS 2022
Decomposing Temporal High-Order Interactions via Latent ODEs ICML 2022
Minimax Optimization: The Case of Convex-Submodular AISTATS 2022
Continuous-Time Analysis of Accelerated Gradient Methods via Conservation Laws in Dilated Coordinate Systems ICML 2022
Near Instance Optimal Model Selection for Pure Exploration Linear Bandits AISTATS 2022
Fourier Learning with Cyclical Data ICML 2022
New Insights for the Multivariate Square-Root Lasso JMLR 2022
Approximate Euclidean lengths and distances beyond Johnson-Lindenstrauss NIPS 2022
Finding Second-Order Stationary Points in Nonconvex-Strongly-Concave Minimax Optimization NIPS 2022
NysADMM: faster composite convex optimization via low-rank approximation ICML 2022
Variance Reduced EXTRA and DIGing and Their Optimal Acceleration for Strongly Convex Decentralized Optimization JMLR 2022
GLSO: Grammar-guided Latent Space Optimization for Sample-efficient Robot Design Automation CORL 2022