3 citations · 7 across the 12 of their papers we have counts for
3 papers · 1 filter
Q-Learning with Differential Entropy of Q-Tables
Tung D. Nguyen, Kathryn E. Kasmarik, Hussein A. Abbass
It is well-known that information loss can occur in the classic and simple Q-learning algorithm. Entropy-based policy search methods were introduced to replace Q-learning and to de…
Continuous Deep Hierarchical Reinforcement Learning for Ground-Air Swarm Shepherding
Hung The Nguyen, Tung Duy Nguyen, Vu Phi Tran +5
The control and guidance of multi-robots (swarm) is a non-trivial problem due to the complexity inherent in the coupled interaction among the group. Whether the swarm is cooperativ…
Towards Interpretable ANNs: An Exact Transformation to Multi-Class Multivariate Decision Trees
Duy T. Nguyen, Kathryn E. Kasmarik, Hussein A. Abbass
On the one hand, artificial neural networks (ANNs) are commonly labelled as black-boxes, lacking interpretability; an issue that hinders human understanding of ANNs' behaviors. A n…