31 citations · 69 across the 9 of their papers we have counts for
5 papers · 1 filter
FDL: Mission Support Challenge
Luís F. Simões, Ben Day, Vinutha M. Shreenath +4
The Frontier Development Lab (FDL) is a National Aeronautics and Space Administration (NASA) machine learning program with the stated aim of conducting artificial intelligence rese…
Proximal Distilled Evolutionary Reinforcement Learning
Cristian Bodnar, Ben Day, Pietro Lió
Reinforcement Learning (RL) has achieved impressive performance in many complex environments due to the integration with Deep Neural Networks (DNNs). At the same time, Genetic Algo…
Factorised Neural Relational Inference for Multi-Interaction Systems
Ezra Webb, Ben Day, Helena Andres-Terre +1
Many complex natural and cultural phenomena are well modelled by systems of simple interactions between particles. A number of architectures have been developed to articulate this…
On Graph Classification Networks, Datasets and Baselines
Enxhell Luzhnica, Ben Day, Pietro Liò
Graph classification receives a great deal of attention from the non-Euclidean machine learning community. Recent advances in graph coarsening have enabled the training of deeper n…
Clique pooling for graph classification
Enxhell Luzhnica, Ben Day, Pietro Lio'
We propose a novel graph pooling operation using cliques as the unit pool. As this approach is purely topological, rather than featural, it is more readily interpretable, a better…