2 citations · 2 across the 2 of their papers we have counts for
2 papers
cs.LG2026
Prototype-based Explainable Neural Networks with Channel-specific Reasoning for Geospatial Learning Tasks
Anushka Narayanan, Karianne J. Bergen
Explainable AI (XAI) is essential for understanding machine learning (ML) decision-making and ensuring model trustworthiness in scientific applications. Prototype-based XAI methods…
cs.LG2024★ 2 cited
Prototype-Based Methods in Explainable AI and Emerging Opportunities in the Geosciences
Anushka Narayanan, Karianne J. Bergen
Prototype-based methods are intrinsically interpretable XAI methods that produce predictions and explanations by comparing input data with a set of learned prototypical examples th…