Towards Robust Reasoning in Neural Networks Through Mechanistic and Functional Perspectives

Artificial Neural Networks are frequently referenced as black-box decision systems - while they are performant on many tasks across data modalities, current understanding of the mechanisms underpinning their success is limited. As a result, when considering the remarkable performance of neural networks in conjunction with critical societal…