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Continuous Optimization

3,907 papers

Papers per year

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155
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Papers

On the Convergence of Continuous Constrained Optimization for Structure Learning AISTATS 2022
Faster One-Sample Stochastic Conditional Gradient Method for Composite Convex Minimization AISTATS 2022
On the complexity of the optimal transport problem with graph-structured cost AISTATS 2022
Second-Order Sensitivity Analysis for Bilevel Optimization AISTATS 2022
Fast Sparse Classification for Generalized Linear and Additive Models AISTATS 2022
Convex Analysis of the Mean Field Langevin Dynamics AISTATS 2022
Sobolev Transport: A Scalable Metric for Probability Measures with Graph Metrics AISTATS 2022
On the Oracle Complexity of Higher-Order Smooth Non-Convex Finite-Sum Optimization AISTATS 2022
Polynomial Time Reinforcement Learning in Factored State MDPs with Linear Value Functions AISTATS 2022
Adaptive Importance Sampling meets Mirror Descent : a Bias-variance Tradeoff AISTATS 2022
The Fast Kernel Transform AISTATS 2022
Outlier-Robust Optimal Transport: Duality, Structure, and Statistical Analysis AISTATS 2022
Faster Perturbed Stochastic Gradient Methods for Finding Local Minima ALT 2022
On the Initialization for Convex-Concave Min-max Problems ALT 2022
Global Riemannian Acceleration in Hyperbolic and Spherical Spaces ALT 2022
Faster Noisy Power Method ALT 2022
Optimal Partial Transport Based Sentence Selection for Long-form Document Matching COLING 2022
KNOT: Knowledge Distillation Using Optimal Transport for Solving NLP Tasks COLING 2022
Negative curvature obstructs acceleration for strongly geodesically convex optimization, even with exact first-order oracles COLT 2022
Dimension-free convergence rates for gradient Langevin dynamics in RKHS COLT 2022
Adaptive Bandit Convex Optimization with Heterogeneous Curvature COLT 2022
Efficient Convex Optimization Requires Superlinear Memory COLT 2022
Big-Step-Little-Step: Efficient Gradient Methods for Objectives with Multiple Scales COLT 2022
Understanding Riemannian Acceleration via a Proximal Extragradient Framework COLT 2022
Improved analysis for a proximal algorithm for sampling COLT 2022