Supplementary Material

This supplementary material provides implementation details, hyper-parameters settings, additional results and visualisations. Section A presents a focus on the design choices we use for IMGEP-HOLMES Section B provides implementation details for the main paper evaluation procedure - B.1: Quantitative evaluation of diversity - B.2: Quantitative evaluation of Representational Similarity - D.1: Complete RSA analysis of the hierarchy of behavioral characterizations learned Figure 6: Focus on the different design choices made for the HOLMES architecture. We summarize those components in Figure 6. The connection scheme is summarized in Figure 6. There are two main choices: when to split a node and how to redirect the patterns toward either the left or right children.