Method cards for prescriptive machine-learning transparency

Author:

Adkins David1,Alsallakh Bilal1,Cheema Adeel1,Kokhlikyan Narine1,McReynolds Emily1,Mishra Pushkar2,Procope Chavez1,Sawruk Jeremy1,Wang Erin1,Zvyagina Polina1

Affiliation:

1. Meta AI

2. Meta AI, UK

Publisher

ACM

Reference69 articles.

1. Abubakar Abid , Ali Abdalla , Ali Abid , Dawood Khan , Abdulrahman Alfozan , and James Zou . 2019 . Gradio: Hassle-free sharing and testing of ml models in the wild. arXiv preprint arXiv:1906.02569 (2019). Abubakar Abid, Ali Abdalla, Ali Abid, Dawood Khan, Abdulrahman Alfozan, and James Zou. 2019. Gradio: Hassle-free sharing and testing of ml models in the wild. arXiv preprint arXiv:1906.02569 (2019).

2. 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.

3. David Adkins , Bilal Alsallakh , Adeel Cheema , Narine Kokhlikyan , Emily McReynolds , Pushkar Mishra , Chavez Procope , Jeremy Sawruk , Erin Wang , and Polina Zvyagina . 2022 . Method Cards for Prescriptive Machine-Learning Transparency. In Extended Abstracts of the CHI 2022 Conference on Human Factors in Computing Systems. David Adkins, Bilal Alsallakh, Adeel Cheema, Narine Kokhlikyan, Emily McReynolds, Pushkar Mishra, Chavez Procope, Jeremy Sawruk, Erin Wang, and Polina Zvyagina. 2022. Method Cards for Prescriptive Machine-Learning Transparency. In Extended Abstracts of the CHI 2022 Conference on Human Factors in Computing Systems.

4. Bilal Alsallakh Narine Kokhlikyan Vivek Miglani Shubham Muttepawar Edward Wang Sara Zhang David Adkins and Orion Reblitz-Richardson. 2021. Debugging the Internals of Convolutional Networks. In explainable AI approaches for debugging and diagnosis - NeurIPS Workshop. Bilal Alsallakh Narine Kokhlikyan Vivek Miglani Shubham Muttepawar Edward Wang Sara Zhang David Adkins and Orion Reblitz-Richardson. 2021. Debugging the Internals of Convolutional Networks. In explainable AI approaches for debugging and diagnosis - NeurIPS Workshop .

5. Bilal Alsallakh , Narine Kokhlikyan , Vivek Miglani , Jun Yuan , and Orion Reblitz-Richardson . 2021 . Mind the Pad - CNNs Can Develop Blind Spots. In Intl. Conference on Learning Representations (ICLR). Bilal Alsallakh, Narine Kokhlikyan, Vivek Miglani, Jun Yuan, and Orion Reblitz-Richardson. 2021. Mind the Pad - CNNs Can Develop Blind Spots. In Intl. Conference on Learning Representations (ICLR).

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