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Google releases JAX-Privacy 1.0 for scalable, differentially private ML

Google has released JAX-Privacy 1.0, a library designed to facilitate differentially private machine learning at scale. Built on the JAX high-performance computing library, JAX-Privacy offers tools for implementing and auditing private training algorithms for deep learning models. This new version aims to simplify the integration of state-of-the-art differentially private methods with JAX's scalable architecture, addressing challenges in applying privacy guarantees to large datasets and complex models. AI

IMPACT Enhances the ability to train large-scale ML models while preserving individual privacy.

RANK_REASON Release of a new library for machine learning research. [lever_c_demoted from research: ic=1 ai=1.0]

Read on Google AI / Research →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Google releases JAX-Privacy 1.0 for scalable, differentially private ML

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Release of a new library for machine learning research. [lever_c_demoted from research: ic=1 ai=1.0]
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model release, infra, safety
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High
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330 days old
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COVERAGE [1]

  1. Google AI / Research TIER_1 English(EN) ·

    Differentially private machine learning at scale with JAX-Privacy

    Algorithms & Theory