To what extent should we trust AI models when they extrapolate?. (arXiv:2201.11260v1 [cs.LG])

Many applications affecting human lives rely on models that have come to be
known under the umbrella of machine learning and artificial intelligence. These
AI models are usually complicated mathematical functions that map from an input
space to an output space. Stakeholders are interested to know the rationales
behind models' decisions and functional behavior. We study this functional
behavior in relation to the data used to create the models. On this topic,
scholars have often assumed that models do not …

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