A Test Suite for Saliency Method Evaluation Metrics

This thesis introduces a structured test suite designed to evaluate the input sensitivity of saliency methods, a crucial factor when interpreting machine learning models, particularly in high-stakes environments. Saliency methods, by highlighting essential input features inf luencing model decisions...

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Bibliographic Details
Main Author: Kaspar, Moulinrouge
Other Authors: Satyanarayan, Arvind
Format: Thesis
Published: Massachusetts Institute of Technology 2024
Online Access:https://hdl.handle.net/1721.1/156781