Cheng-Long Wang
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2026
CoLA: A Choice Leakage Attack Framework to Expose Privacy Risks in Subset Training
This paper introduces CoLA, a framework demonstrating that subset training, while efficient, introduces new and potentially greater privacy risks by leaking information about both data membership and the selection process itself.
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