The Folly of AI for Age Verification
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Abstract (arXiv)
In the near future a governmental body will be asked to allow companies to use AI for age verification. If they allow it the resulting system will both be easily circumvented and disproportionately misclassify minorities and low socioeconomic status users. This is predictable by showing that other very similar systems (facial recognition and remote proctoring software) have similar issues despite years of efforts to mitigate their biases. These biases are due to technical limitations both of the AI models themselves and the physical hardware they are running on that will be difficult to overcome below the cost of government ID-based age verification. Thus in, the near future, deploying an AI system for age verification is folly.
Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 6 of its 17 references that are in the map. First posted on arXiv 27 May 2025.
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References · 6
- 2019A Survey on Bias and Fairness in Machine Learningcited by 1,917
- 2016Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddingscited by 1,312
- 2022GBDF: Gender Balanced DeepFake Dataset Towards Fair DeepFake Detectioncited by 32
- 2018Understanding Unequal Gender Classification Accuracy from Face Imagescited by 25
- 2022An Examination of Bias of Facial Analysis based BMI Prediction Modelscited by 10
- 2021Deep Fake Detection: Survey of Facial Manipulation Detection Solutionscited by 4
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