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Toward provably private insights into AI use

Google Research · published 30 October 2025

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https://arxiv.org/abs/2412.13678
arxiv.org
https://www.nber.org/system/files/working_papers/w34255/w34255.pdf
nber.org
https://en.wikipedia.org/wiki/Differential_privacy
en.wikipedia.org
https://en.wikipedia.org/wiki/Trusted_execution_environment
en.wikipedia.org
https://research.google/blog/discovering-new-words-with-confidential-federated-analytics/
research.google
https://play.google.com/store/apps/details?id=com.google.android.inputmethod.latin&hl=en_US
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https://play.google.com/store/apps/details?id=com.google.android.apps.recorder&hl=en_US
play.google.com
https://blog.google/technology/developers/gemma-3/
blog.google
https://github.com/google-parfait/confidential-federated-compute
github.com
https://github.com/google-parfait
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https://en.wikipedia.org/wiki/Confidential_computing
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https://docs.sigstore.dev/logging/overview/
docs.sigstore.dev
https://www.kaggle.com/models/google/gemma-3
kaggle.com
https://en.wikipedia.org/wiki/Reproducible_builds
en.wikipedia.org
https://github.com/google-parfait/tensorflow-federated/tree/main/tensorflow_federated/cc/core/impl/aggregation/core
github.com
https://github.com/google-parfait/confidential-federated-compute/tree/main/reference_values/access_policy
github.com
https://www.arxiv.org/abs/2506.15924
arxiv.org
https://arxiv.org/abs/2510.21684
arxiv.org
https://github.com/google-parfait/confidential-federated-compute/blob/main/access_policy_reference_values/recorder.txtpb
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https://github.com/project-oak/oak
github.com
https://www.amd.com/en/developer/sev.html
amd.com
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github.com
https://github.com/google-parfait/confidential-federated-compute/tree/main/docs
github.com
https://dl.acm.org/doi/10.1561/0400000042
dl.acm.org
https://arxiv.org/abs/2506.04681
arxiv.org
https://arxiv.org/pdf/2510.18232
arxiv.org
https://cloud.google.com/tpu
cloud.google.com