78 citations · 163 across the 38 of their papers we have counts for
3 papers · 1 filter
Adaptive Event-triggered Reinforcement Learning Control for Complex Nonlinear Systems
Umer Siddique, Abhinav Sinha, Yongcan Cao
In this paper, we propose an adaptive event-triggered reinforcement learning control for continuous-time nonlinear systems, subject to bounded uncertainties, characterized by compl…
Fairness in Preference-based Reinforcement Learning
Umer Siddique, Abhinav Sinha, Yongcan Cao
In this paper, we address the issue of fairness in preference-based reinforcement learning (PbRL) in the presence of multiple objectives. The main objective is to design control po…
Online Linear Optimization via Smoothing
Jacob Abernethy, Chansoo Lee, Abhinav Sinha +1
We present a new optimization-theoretic approach to analyzing Follow-the-Leader style algorithms, particularly in the setting where perturbations are used as a tool for regularizat…