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Borja Balle

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titleconferencedate
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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The Privacy Blanket of the Shuffle ModelPrivacy and the Science of Data Analysis 20192019-04-08
Claims a single‑message shuffle protocol attains mean squared error Θ(n^{1/3}) (so estimation error Θ(n^{1/6})) with a matching lower bound, and achieves…
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Learning the Privacy-Utility Trade-off with Bayesian OptimizationData Privacy: From Foundations to Applications (Simons Institute workshop, 2019)2019-03-04
Implementation uses multi-objective Bayesian optimization with a Gaussian process surrogate and a hypervolume probability of improvement acquisition to map…
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