Prototype-Based Methods in Explainable AI and Emerging Opportunities in the Geosciences

Prototype-based methods are intrinsically interpretable XAI methods that produce predictions and explanations by comparing input data with a set of learned prototypical examples that are representative of the training data. In this work, we discuss a series of developments in the field of prototype-...

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Veröffentlicht in:	arXiv.org 2024-10
Hauptverfasser:	Narayanan, Anushka, Bergen, Karianne J
Format:	Artikel
Sprache:	eng
Schlagworte:	Cognitive tasks Explainable artificial intelligence Learning Prototypes
Online-Zugang:	Volltext
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