Saliency Cards: A Framework to Characterize and Compare Saliency Methods

Author:

Boggust Angie1ORCID,Suresh Harini1ORCID,Strobelt Hendrik2ORCID,Guttag John1ORCID,Satyanarayan Arvind1ORCID

Affiliation:

1. CSAIL, Massachusetts Institute of Technology, USA

2. IBM Research, USA and MIT-IBM Watson AI Lab, USA

Funder

NSF

United States Air Force Research Laboratory and United States Air Force Artificial Intelligence Accelerator

MIT-IBM Watson AI Lab.

Publisher

ACM

Reference65 articles.

1. Julius Adebayo , Justin Gilmer , Michael Muelly , Ian J. Goodfellow , Moritz Hardt , and Been Kim . 2018 . Sanity Checks for Saliency Maps . In Proceedings of the Conference on Neural Information Processing Systems (NeurIPS). 9525–9536 . Julius Adebayo, Justin Gilmer, Michael Muelly, Ian J. Goodfellow, Moritz Hardt, and Been Kim. 2018. Sanity Checks for Saliency Maps. In Proceedings of the Conference on Neural Information Processing Systems (NeurIPS). 9525–9536.

2. Prescriptive and Descriptive Approaches to Machine-Learning Transparency

3. David Alvarez-Melis and Tommi S . Jaakkola . 2018 . On the Robustness of Interpretability Methods. CoRR abs/1806.08049 (2018). http://arxiv.org/abs/1806.08049 David Alvarez-Melis and Tommi S. Jaakkola. 2018. On the Robustness of Interpretability Methods. CoRR abs/1806.08049 (2018). http://arxiv.org/abs/1806.08049

4. David Alvarez-Melis and Tommi S . Jaakkola . 2018 . Towards Robust Interpretability with Self-Explaining Neural Networks. In Advances in Neural Information Processing Systems (NeurIPS), Samy Bengio, Hanna M. Wallach, Hugo Larochelle, Kristen Grauman, Nicolò Cesa-Bianchi, and Roman Garnett (Eds .). 7786–7795. David Alvarez-Melis and Tommi S. Jaakkola. 2018. Towards Robust Interpretability with Self-Explaining Neural Networks. In Advances in Neural Information Processing Systems (NeurIPS), Samy Bengio, Hanna M. Wallach, Hugo Larochelle, Kristen Grauman, Nicolò Cesa-Bianchi, and Roman Garnett (Eds.). 7786–7795.

5. Saleema Amershi , Daniel S. Weld , Mihaela Vorvoreanu , Adam Fourney , Besmira Nushi , Penny Collisson , Jina Suh , Shamsi T. Iqbal , Paul N. Bennett , Kori Inkpen , Jaime Teevan , Ruth Kikin-Gil , and Eric Horvitz . 2019 . Guidelines for Human-AI Interaction . In Proceedings of the Conference on Human Factors in Computing Systems (CHI). ACM, 3. Saleema Amershi, Daniel S. Weld, Mihaela Vorvoreanu, Adam Fourney, Besmira Nushi, Penny Collisson, Jina Suh, Shamsi T. Iqbal, Paul N. Bennett, Kori Inkpen, Jaime Teevan, Ruth Kikin-Gil, and Eric Horvitz. 2019. Guidelines for Human-AI Interaction. In Proceedings of the Conference on Human Factors in Computing Systems (CHI). ACM, 3.

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