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TopoAct: Visually Exploring the Shape of Activations in Deep Learning

TopoAct: Visually Exploring the Shape of Activations in Deep Learning

Abstract Deep neural networks such as GoogLeNet, ResNet, and BERT have achieved impressive performance in tasks such as image and text classification. To understand how such performance is achieved, we probe a trained deep neural network by studying neuron activations, i.e.combinations of neuron firings, at various layers of the network …