2 papers
cs.LG2025
The Conditional Cauchy-Schwarz Divergence with Applications to Time-Series Data and Sequential Decision Making
Shujian Yu, Hongming Li, Sigurd Løkse +2
The Cauchy-Schwarz (CS) divergence was developed by PrÃncipe et al. in 2000. In this paper, we extend the classic CS divergence to quantify the closeness between two conditional d…
cs.LG2024
ELEMENT: Episodic and Lifelong Exploration via Maximum Entropy
Hongming Li, Shujian Yu, Bin Liu +1
This paper proposes \emph{Episodic and Lifelong Exploration via Maximum ENTropy} (ELEMENT), a novel, multiscale, intrinsically motivated reinforcement learning (RL) framework that…