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Tsubasa Takahashi

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#machine learning Preprint Sep 2026

PrivCert: Certifying Statement Support under Differential Privacy

Differentially private (DP) text generation can protect individual records, but privacy alone does not specify what evidence a released statement carries about the underlying data. We identify this as an evidence gap: a private report may contain plausible claims without indicating whether they are strongly supported b...

Tsubasa Takahashi, Takumi Hiraoka · 0 citations

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