2 citations · 2 across the 2 of their papers we have counts for
2 papers
cs.LG2025
From Explainability to Interpretability: Interpretable Policies in Reinforcement Learning Via Model Explanation
Peilang Li, Umer Siddique, Yongcan Cao
Deep reinforcement learning (RL) has shown remarkable success in complex domains, however, the inherent black box nature of deep neural network policies raises significant challeng…
cs.LG2024★ 2 cited
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…