Inferring Data Preconditions from Deep Learning Models for Trustworthy Prediction in Deployment

Author:

Ahmed Shibbir1ORCID,Gao Hongyang1ORCID,Rajan Hridesh1ORCID

Affiliation:

1. Department of Computer Science, Iowa State University, Ames, IA, USA

Funder

National Science Foundation

Publisher

ACM

Reference76 articles.

1. 2018. Uber's fatal self-driving crash reportedly caused by software. https://www.cnet.com/roadshow/news/uber-reportedly-finds-false-positive-self-driving-car-accident/. [Online; accessed Mar-2023].

2. 2019. AI in Medicine Is Overhyped. https://www.scientificamerican.com/article/ai-in-medicine-is-overhyped/. [Online; accessed Mar-2023].

3. 2019. Self-driving Uber car that hit and killed woman did not recognize that pedestrians jaywalk. https://www.nbcnews.com/tech/tech-news/self-driving-uber-car-hit-killed-woman-did-not-recognize-n1079281. [Online; accessed Mar-2023].

4. 2022. Bank Customer dataset. https://www.kaggle.com/datasets/kidoen/bank-customers-data. [Online; accessed Aug-2022].

5. 2022. German Credit Risk Classification dataset. https://www.kaggle.com/code/twunderbar/german-credit-risk-classification-with-keras/data. [Online; accessed Aug-2022].

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