3 papers
cs.LG2024
Long-term Fairness For Real-time Decision Making: A Constrained Online Optimization Approach
Ruijie Du, Deepan Muthirayan, Pramod P. Khargonekar +1
Machine learning (ML) has demonstrated remarkable capabilities across many real-world systems, from predictive modeling to intelligent automation. However, the widespread integrati…
cs.LG2023
Online Learning for Incentive-Based Demand Response
Deepan Muthirayan, Pramod P. Khargonekar
In this paper, we consider the problem of learning online to manage Demand Response (DR) resources. A typical DR mechanism requires the DR manager to assign a baseline to the parti…
cs.LG2022
Meta-Learning Online Control for Linear Dynamical Systems
Deepan Muthirayan, Dileep Kalathil, Pramod P. Khargonekar
In this paper, we consider the problem of finding a meta-learning online control algorithm that can learn across the tasks when faced with a sequence of (similar) control tasks…