most citedLearning How to Vote with Principles: Axiomatic Insights Into the Collective Decisions of Neural Networks

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cs.LG2025

Explaining Neural Networks with Reasons

Levin Hornischer, Hannes Leitgeb

We propose a new interpretability method for neural networks, which is based on a novel mathematico-philosophical theory of reasons. Our method computes a vector for each neuron, c…