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privacy-preserving

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RichardObi / mammo_dp

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Official repository of "Enhancing the Utility of Privacy-Preserving Cancer Classification using Synthetic Data"

privacy generative-adversarial-network gans differential-privacy region-of-interest breast-cancer mammogram synthetic-data generative-models image-synthesis privacy-preserving digital-mammography mammography cancer-classification mammogram-mass breast-imaging generative-ai malignancy-classification genai privacy-utility
  • Updated Oct 16, 2024
  • Python

BenetManzanaresSalor / TextRe-Identification

Star 1

This repository contains the code and data for the text re-identification attack presented in B. Manzanares-Salor, D. Sánchez, P. Lison, Evaluating the disclosure risk of anonymized documents via a machine learning-based re-identification attack, Data Mining and Knowledge Discovery, 2024.

privacy language-model re-identification privacy-enhancing-technologies privacy-protection anonymization privacy-preserving bert-model text-anonymization
  • Updated Oct 31, 2024
  • Python

rezafotohi / FedAnilPlusPlus

Star 4

FedAnil++ is a Privacy-Preserving and Communication-Efficient Federated Deep Learning Model to address non-IID data, privacy concerns, and communication overhead. This repo hosts a simulation for FedAnil++ written in Python.

blockchain accuracy homomorphic-encryption privacy-preserving federated-learning privacy-preserving-machine-learning communication-efficient poisoning-attacks non-iid-data inference-attacks intelligent-enterprises
  • Updated May 26, 2024
  • Python

rezafotohi / FedAnilPlus

Star 4

FedAnil+ is a novel lightweight, and secure Federated Deep Learning Model to address non-IID data, privacy concerns, and communication overhead. This repo hosts a simulation for FedAnil+ written in Python.

blockchain accuracy homomorphic-encryption privacy-preserving federated-learning privacy-preserving-machine-learning communication-efficiency poisoning-attacks non-iid-data inference-attacks intelligent-enterprises
  • Updated Sep 30, 2024
  • Python

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