Santiago Zanella-Beguelin

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authored 3 papers 12 days ago

Closed-Form Bounds for DP-SGD against Record-level Inference

Paper • 2402.14397 • Published Feb 22, 2024

Analyzing Leakage of Personally Identifiable Information in Language Models

Paper • 2302.00539 • Published Feb 1, 2023

Securing AI Agents with Information-Flow Control

Paper • 2505.23643 • Published 16 days ago

updated a collection 8 months ago

MICO Membership Inference Competition

Collection

Challenge datasets used for the Microsoft Membership Inference Competition. • 4 items • Updated Oct 21, 2024 • 3

updated a dataset 8 months ago

szanella/MICO-DDP

Updated Oct 21, 2024 • 13

updated a collection 8 months ago

MICO Membership Inference Competition

Collection

Challenge datasets used for the Microsoft Membership Inference Competition. • 4 items • Updated Oct 21, 2024 • 3

updated a dataset 8 months ago

szanella/MICO-SST2

Updated Oct 21, 2024 • 66

upvoted a collection 8 months ago

MICO Membership Inference Competition

Collection

Challenge datasets used for the Microsoft Membership Inference Competition. • 4 items • Updated Oct 21, 2024 • 3

updated a collection 8 months ago

MICO Membership Inference Competition

Collection

Challenge datasets used for the Microsoft Membership Inference Competition. • 4 items • Updated Oct 21, 2024 • 3

updated 2 datasets 8 months ago

szanella/MICO-purchase100

Updated Oct 21, 2024 • 1.28k

szanella/MICO-CIFAR10

Updated Oct 21, 2024 • 17

authored 7 papers 8 months ago

SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning

Paper • 2212.10986 • Published Dec 21, 2022

Dataset and Lessons Learned from the 2024 SaTML LLM Capture-the-Flag Competition

Paper • 2406.07954 • Published Jun 12, 2024 • 2

Analyzing Information Leakage of Updates to Natural Language Models

Paper • 1912.07942 • Published Dec 17, 2019

Rethinking Privacy in Machine Learning Pipelines from an Information Flow Control Perspective

Paper • 2311.15792 • Published Nov 27, 2023

On the Efficacy of Differentially Private Few-shot Image Classification

Paper • 2302.01190 • Published Feb 2, 2023

Permissive Information-Flow Analysis for Large Language Models

Paper • 2410.03055 • Published Oct 4, 2024

Bayesian Estimation of Differential Privacy

Paper • 2206.05199 • Published Jun 10, 2022