In this paper, online convex optimization problem with time-varying constraints is studied
from the perspective of an agent taking sequential actions. Both the objective function and …

This article considers online optimization with a finite prediction window of cost functions
and additional switching costs on the decisions. We study the fundamental limits of dynamic …

Distributed bandit online convex optimization with time-varying coupled inequality
constraints is considered, motivated by a repeated game between a group of learners and …

This paper considers online optimal control with affine constraints on the states and actions
under linear dynamics with bounded random disturbances. The system dynamics and …

This paper studies the online optimal control problem with time-varying convex stage costs
for a time-invariant linear dynamical system, where a finite lookahead window of accurate …

In this paper, we address tracking of a time-varying parameter with unknown dynamics. We
formalize the problem as an instance of online optimization in a dynamic setting. Using …

In this article, we consider distributed online convex optimization problems, where the
distributed system consists of various computing units connected through a time-varying …

In online decision making, feedback delays often arise due to the latency caused by
computation and communication in practical systems. In this article, we study decentralized …

We present a unified, black-box-style method for developing and analyzing online convex
optimization (OCO) algorithms for full-information online learning in delayed-feedback …

This paper considers online convex optimization with long term constraints, where
constraints can be violated in intermediate rounds, but need to be satisfied in the long run …