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Accelerated Algorithms and Lower Bounds for Bilevel Optimization

by instadatahelp | Aug 29, 2023 | AI Blogs

Lower Bounds and Accelerated Algorithms for Bilevel Optimization Kaiyi ji, Yingbin Liang; 24(22):1−56, 2023. Abstract Bilevel optimization has recently gained increased attention due to its wide range of applications in modern machine learning problems. While the...

The Effectiveness of Nuclear-norm-based Matrix Completion for Smooth Non-linear Structured Problems

by instadatahelp | Aug 29, 2023 | AI Blogs

On the Optimality of Nuclear-norm-based Matrix Completion for Problems with Smooth Non-linear Structure Yunhua Xiang, Tianyu Zhang, Xu Wang, Ali Shojaie, Noah Simon; 24(228):1−38, 2023. Abstract Originally developed for imputing missing entries in low rank or...

Mitigating Attacks on Federated Learning Defense Systems

by instadatahelp | Aug 29, 2023 | AI Blogs

Attacks against Federated Learning Defense Systems and their Mitigation Cody Lewis, Vijay Varadharajan, Nasimul Noman; 24(30):1−50, 2023. Abstract Federated learning (FL) defense systems have been developed to protect against attacks from untrustworthy endpoints....

Creating Comprehensible and Equitable Boolean Rule Sets through Column Generation

by instadatahelp | Aug 29, 2023 | AI Blogs

Interpretable and Fair Boolean Rule Sets via Column Generation Authors: Connor Lawless, Sanjeeb Dash, Oktay Gunluk, Dennis Wei; Volume 24, Issue 229, Pages 1-50, 2023. Abstract This research focuses on the learning of Boolean rules in disjunctive normal form (DNF),...

Nonlinear Generalized Nash Equilibrium Problems: First-Order Algorithm Approaches

by instadatahelp | Aug 29, 2023 | AI Blogs

First-Order Algorithms for Nonlinear Generalized Nash Equilibrium Problems Authors: Michael I. Jordan, Tianyi Lin, Manolis Zampetakis; Volume 24, Issue 38, Pages 1-46, 2023. Abstract This paper focuses on the computation of equilibria in a class of nonlinear...
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