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Online Bilevel Optimization: Regret Analysis of Online Alternating Gradient Methods

2022/07/06 by Davoud Ataee Tarzanagh, Parvin Nazari, Tarzanagh, Davoud Ataee +7 · 1 citation
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques

paper · doi:10.48550/arxiv.2207.02829

openalex publication_date 2022/07/06 · openalex created_date 2025/10/10 · openalex updated_date 2026/08/01

Abstract

, develop an online alternating time-averaged gradient method that is capable of leveraging smoothness, and give regret bounds in terms of the path-length of the inner and outer minimizer sequences.

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