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Ryan McKenna

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DPSynth: From Research to Production—Engineering Differentially Private Synthetic...PEPR '262026-06-01
DPSynth is a marginal-based DP library that turns research into a production system: it measures low-dimensional marginals with epsilon-delta guarantees, fits…
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Private Tuning of LLMs in Practice: From VaultGemma to Custom Fine-TuningPEPR '262026-06-01
Claim: Differential Privacy is practical at production scale using JAX Privacy to train and fine-tune Gemma-family models including VaultGemma. Implementation…
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Algorithms for Answering Linear Queries, Part IIIData Privacy: Foundations and Applications Boot Camp2019-01-28
Presents a scalable variant of the matrix mechanism that replaces a global semidefinite program with local gradient optimization over a parameterized family of…
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