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Index/Topics/Machine Learning Limitations

Machine Learning Limitations

The limitations of machine learning in detecting CSAM, including the risk of false positives and the need for human oversight.

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Jan 17, 2026
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What technical methods do platforms use to distinguish CSAM from child erotica and what are their limits?

Platforms combine signature-based matching and machine learning to separate illegal child sexual abuse material (CSAM) from broader categories like child erotica, but each method has brittle edges: ha...