564 citations · 2k across the 37 of their papers we have counts for
6 papers · 1 filter
Leveraging Predictions in Smoothed Online Convex Optimization via Gradient-based Algorithms
Yingying Li, Na Li
We consider online convex optimization with time-varying stage costs and additional switching costs. Since the switching costs introduce coupling across all stages, multi-step-ahea…
Zeroth-Order Feedback Optimization for Cooperative Multi-Agent Systems
Yujie Tang, Zhaolin Ren, Na Li
We study a class of cooperative multi-agent optimization problems, where each agent is associated with a local action vector and a local cost, and the goal is to cooperatively find…
Online Learning and Distributed Control for Residential Demand Response
Xin Chen, Yingying Li, Jun Shimada +1
This paper studies the automated control method for regulating air conditioner (AC) loads in incentive-based residential demand response (DR). The critical challenge is that the cu…
Non-asymptotic Identification of Linear Dynamical Systems Using Multiple Trajectories
Yang Zheng, Na Li
This paper considers the problem of linear time-invariant (LTI) system identification using input/output data. Recent work has provided non-asymptotic results on partially observed…
Scalable Multi-Agent Reinforcement Learning for Networked Systems with Average Reward
Guannan Qu, Yiheng Lin, Adam Wierman +1
It has long been recognized that multi-agent reinforcement learning (MARL) faces significant scalability issues due to the fact that the size of the state and action spaces are exp…
Online Residential Demand Response via Contextual Multi-Armed Bandits
Xin Chen, Yutong Nie, Na Li
Residential loads have great potential to enhance the efficiency and reliability of electricity systems via demand response (DR) programs. One major challenge in residential DR is…