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Continuous Optimization

3907 directly classified papers

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Papers

A linear time approximation of Wasserstein distance with word embedding selection EMNLP 2023
Operator learning with PCA-Net: upper and lower complexity bounds JMLR 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
Validation of composite systems by discrepancy propagation UAI 2023
KrADagrad: Kronecker approximation-domination gradient preconditioned stochastic optimization UAI 2023
Low-rank matrix recovery with unknown correspondence UAI 2023
Differentially Private Stochastic Convex Optimization in (Non)-Euclidean Space Revisited UAI 2023
Maximizing submodular functions under submodular constraints UAI 2023
Data-Dependent Bounds for Online Portfolio Selection Without Lipschitzness and Smoothness NIPS 2023
Riemannian Accelerated Gradient Methods via Extrapolation AISTATS 2023
Convergence analysis of ODE models for accelerated first-order methods via positive semidefinite kernels NIPS 2023
High Probability Bounds for Stochastic Continuous Submodular Maximization AISTATS 2023
Framework and Benchmarks for Combinatorial and Mixed-variable Bayesian Optimization NIPS 2023
Reducing Discretization Error in the Frank-Wolfe Method AISTATS 2023
Preconditioning Matters: Fast Global Convergence of Non-convex Matrix Factorization via Scaled Gradient Descent NIPS 2023
Zeroth-Order Alternating Gradient Descent Ascent Algorithms for A Class of Nonconvex-Nonconcave Minimax Problems JMLR 2023
Beyond the Golden Ratio for Variational Inequality Algorithms JMLR 2023
Bi-level Finetuning with Task-dependent Similarity Structure for Low-resource Training ACL 2023
Efficient Semiring-Weighted Earley Parsing ACL 2023
Unbalanced Optimal Transport for Unbalanced Word Alignment ACL 2023
InfoOT: Information Maximizing Optimal Transport ICML 2023
Semidefinite Programming versus Burer-Monteiro Factorization for Matrix Sensing AAAI 2023
Non-Smooth Weakly-Convex Finite-sum Coupled Compositional Optimization NIPS 2023
Linearization Algorithms for Fully Composite Optimization COLT 2023