Prescriptive and Descriptive Approaches to Machine-Learning Transparency

Author:

Adkins David1,Alsallakh Bilal1,Cheema Adeel1,Kokhlikyan Narine1,McReynolds Emily2,Mishra Pushkar3,Procope Chavez1,Sawruk Jeremy1,Wang Erin1,Zvyagina Polina2

Affiliation:

1. Responsible AI, Meta AI, United States

2. Meta AI, United States

3. Responsible AI, Meta AI, United Kingdom

Publisher

ACM

Reference50 articles.

1. A. Adcock V. Reis M. Singh Z. Yan L. van der Maaten K. Zhang S. Motwani J. Guerin N. Goyal I. Misra L. Gustafson C. Changhan and P. Goyal. 2019. Classy Vision. https://github.com/facebookresearch/ClassyVision. A. Adcock V. Reis M. Singh Z. Yan L. van der Maaten K. Zhang S. Motwani J. Guerin N. Goyal I. Misra L. Gustafson C. Changhan and P. Goyal. 2019. Classy Vision. https://github.com/facebookresearch/ClassyVision.

2. B. Alsallakh N. Kokhlikyan V. Miglani S. Muttepawar E. Wang S. Zhang D. Adkins and O. Reblitz-Richardson. 2021. Debugging the Internals of Convolutional Networks. In eXplainable AI approaches for debugging and diagnosis - NeurIPS Workshop. B. Alsallakh N. Kokhlikyan V. Miglani S. Muttepawar E. Wang S. Zhang D. Adkins and O. Reblitz-Richardson. 2021. Debugging the Internals of Convolutional Networks. In eXplainable AI approaches for debugging and diagnosis - NeurIPS Workshop.

3. B. Alsallakh , N. Kokhlikyan , V. Miglani , J. Yuan , and O. Reblitz-Richardson . 2021. Mind the Pad – CNNs Can Develop Blind Spots . In Intl. Conference on Learning Representations (ICLR). B. Alsallakh, N. Kokhlikyan, V. Miglani, J. Yuan, and O. Reblitz-Richardson. 2021. Mind the Pad – CNNs Can Develop Blind Spots. In Intl. Conference on Learning Representations (ICLR).

4. Long Ang. 2018. A bunch of tips and tricks for training deep neural networks. (2018). https://towardsdatascience.com/a-bunch-of-tips-and-tricks-for-training-deep-neural-networks-3ca24c31ddc8 Long Ang. 2018. A bunch of tips and tricks for training deep neural networks. (2018). https://towardsdatascience.com/a-bunch-of-tips-and-tricks-for-training-deep-neural-networks-3ca24c31ddc8

5. Apple. 2019. Human interface guidelines for machine learning. (2019). https://developer.apple.com/design/human-interface-guidelines/machine-learning/ Apple. 2019. Human interface guidelines for machine learning. (2019). https://developer.apple.com/design/human-interface-guidelines/machine-learning/

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