Formalizes proxy tasks and a protocol for CSAI detection model design that avoids direct use of sensitive data, demonstrated via few-shot indoor scene classification with reported success on real CSAI imagery.
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Difference-in-differences analysis of Google search logs found revised Onebox messaging reduced same-session CSAM queries by 3.8 percentage points with 0.73% click-through to help resources.
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Minimizing Risk Through Minimizing Model-Data Interaction: A Protocol For Relying on Proxy Tasks When Designing Child Sexual Abuse Imagery Detection Models
Formalizes proxy tasks and a protocol for CSAI detection model design that avoids direct use of sensitive data, demonstrated via few-shot indoor scene classification with reported success on real CSAI imagery.