Bridging the Gap: Gaze Events as Interpretable Concepts to Explain Deep Neural Sequence Models

Author:

Krakowczyk Daniel G.1ORCID,Prasse Paul1ORCID,Reich David R.1ORCID,Lapuschkin Sebastian2ORCID,Scheffer Tobias3ORCID,Jäger Lena A.4ORCID

Affiliation:

1. University of Potsdam, Germany

2. Fraunhofer Heinrich Hertz Institute, Germany

3. Computer Science, University of Potsdam, Germany

4. Department of Computational Linguistics, University of Zurich, Switzerland and University of Potsdam, Germany

Funder

German Federal Ministry of Education and Research (BMBF)

Publisher

ACM

Reference55 articles.

1. Eye gaze as a biomarker in the recognition of autism spectrum disorder using virtual reality and machine learning: A proof of concept for diagnosis;Alcañiz Mariano;Autism Research,2021

2. Marco Ancona , Enea Ceolini , Cengiz Öztireli , and Markus Gross . 2017. Towards better understanding of gradient-based attribution methods for Deep Neural Networks. arXiv preprint arXiv:1711.06104 ( 2017 ). Marco Ancona, Enea Ceolini, Cengiz Öztireli, and Markus Gross. 2017. Towards better understanding of gradient-based attribution methods for Deep Neural Networks. arXiv preprint arXiv:1711.06104 (2017).

3. Christopher  J. Anders , David Neumann , Wojciech Samek , Klaus-Robert Müller , and Sebastian Lapuschkin . 2021. Software for Dataset-wide XAI: From Local Explanations to Global Insights with Zennit , CoRelAy, and ViRelAy. arXiv preprint arXiv:2106.13200 ( 2021 ). Christopher J. Anders, David Neumann, Wojciech Samek, Klaus-Robert Müller, and Sebastian Lapuschkin. 2021. Software for Dataset-wide XAI: From Local Explanations to Global Insights with Zennit, CoRelAy, and ViRelAy. arXiv preprint arXiv:2106.13200 (2021).

4. One algorithm to rule them all? An evaluation and discussion of ten eye movement event-detection algorithms;Andersson Richard;Behavior Research Methods,2016

5. On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation

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