… a generalization of online convex optimization that we term Smoothed Online Convex
Opti… online convex optimization compared to an online convex optimization is that the cost …

… online convex optimization problem with short-term predictions of the cost functions and
additional switching costs … In particular, at each stage t, an agent receives the cost functions for …

… Abstract— This paper studies an online optimization problem with switching costs and a …
online algorithms with a finite prediction window, and show that the dynamic regret of any online …

… INTRODUCTION WE STUDY online convex optimization (OCO) with switching costs and …
both switching costs and ramp constraints. Capitalizing on the ideas from robust optimization […

… We study a variant of online optimization in which the learner receives 𝑘-round delayed
feedback about hitting cost and there is a multi-step nonlinear switching cost, ie, costs depend …

… , we study the problem of online convex optimization with switching costs (SOCO) that appears
… form of switching costs we consider generalizes the squared l2 norm switching costs. The …

… online convex optimization with switching costs (OCO; Lin et al., INFOCOM 2011), a natural
online … the real line is presented with an online sequence of non-negative convex functions \(…

… For the first question, we choose to use online optimization with switching cost constraints …
our setup are switching-constrained online optimization and online optimization with ramp con…

… We study online convex optimization with switching costs, a practically important but also …
By tapping into the power of machine learning (ML) based optimizers, ML-augmented online …

… the online convex optimization (OCO) problem with quadratic and linear switching cost in …
For L -smooth and μ -strongly convex objective functions, we propose an online multiple …