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The Salon

Modern Challenges in Distribution Testing

Gautam Kamath

September 2018

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Thesis

Membership Inference Attacks Cannot Prove that a Model Was Trained On Your Data
Private Mean Estimation with Person-Level Differential Privacy
Differentially Private Fine-tuning of Language Models
Machine Unlearning Fails to Remove Data Poisoning Attacks
Advancing Differential Privacy: Where We Are Now and Future Directions for Real-World Deployment

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