Meta-supervision for Attention Using Counterfactual Estimation

Abstract Neural attention mechanism has been used as a form of explanation for model behavior. Users can either passively consume explanation or actively disagree with explanation and then supervise attention into more proper values (attention supervision). Though attention supervision was shown to...

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Bibliographic Details
Main Authors: Seungtaek Choi, Haeju Park, Seung-won Hwang
Format: Article
Language:English
Published: SpringerOpen 2020-05-01
Series:Data Science and Engineering
Subjects:
Online Access:https://doi.org/10.1007/s41019-020-00119-z