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feat: differential privacy (2/5): randomized response, Laplace, geometric and exponential mechanisms - #89
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KoushaKalantari wants to merge 2 commits into
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feat: differential privacy (2/5): randomized response, Laplace, geometric and exponential mechanisms#89KoushaKalantari wants to merge 2 commits into
KoushaKalantari wants to merge 2 commits into
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…oup privacy, composition (Dwork–Roth) Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
…l mechanisms Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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Depends on: #88
Formalizes: Dwork, Roth (2014), Ch. 3 (Claim 3.5, Thms. 3.6, 3.8, 3.10, 3.11, Cor. 3.12); Warner, JASA 1965 (randomized response); McSherry, Talwar, FOCS 2007 (exponential mechanism); Ghosh, Roughgarden, Sundararajan, STOC 2009 (geometric mechanism).
How this PR relates to the InfoLeakage library: https://github.com/KoushaKalantari/InfoLeakage#relationship-to-statlib
AI use: I used Opus 5.5 for creating the code, and Codex (gpt-6-astra) for reviewing the proofs.
🤖 Generated with Claude Code