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Jack Fitzsimons

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Privacy in Theory, Bugs in Practice: Grey-Box Testing for Differential Privacy LibrariesPEPR '262026-06-01
An open-source framework called DP Recorder wraps mechanisms for unit tests and uses a record-and-replay approach to run a program on a dataset and its…
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The Emperor's New Embeddings: Obfuscating ML Inputs Doesn't Provide PrivacyPEPR '262026-06-01
Claims that token or embedding obfuscation gives inference privacy fail: applying the data processing inequality shows transformed inputs cannot hide more…
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