Fatemerjn/Security-and-privacy-in-machine-learning

Experiments at the intersection of ML security & privacy: adversarial attacks/defenses (FGSM/PGD, adversarial training), differential privacy (DP-SGD, ε–δ), federated learning privacy (secure aggregation), and auditing (membership/model inversion). PyTorch notebooks + eval scripts.

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harpocrates-project/Privacy-Preserving-Machine-Learning-with-Homomorphic-Encryption

Implementation of the Privacy Preserving Machine Learning with Homomorphic Encryption Described in Deliverable D3.1 of project Harpocrates, available at https://zenodo.org/records/15298272

Language: Python - Size: 1.19 MB - Last synced at: 18 days ago - Pushed at: 18 days ago - Stars: 0 - Forks: 0

canarybit/canarybit-heflp

Implementation of the Heflp, a framework enabling practical and overflow-safe federated learning.

Language: Python - Size: 1.22 MB - Last synced at: 27 days ago - Pushed at: 27 days ago - Stars: 5 - Forks: 0

D-Diaa/FastLloyd

Federated, Accurate, Secure, and Tunable k-Means Clustering with Differential Privacy

Language: Python - Size: 61.5 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

vt-asaplab/e-SeaFL

Efficient Secure Aggregation for Privacy-Preserving Federated Machine Learning

Language: C - Size: 271 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 6 - Forks: 0

mary-python/priestkldiv

Comparison of several approaches for the PRIvate ESTimation of KL-Divergence (PRIEST-KLD)

Language: Python - Size: 892 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 1 - Forks: 0

mvujas/HyperAggregate

A sublinear secure aggregation protocol implementation

Language: Python - Size: 6.19 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 0

AminAminifar/Shamir

Secure Aggregation with Shamir’s Method

Language: Python - Size: 7.81 KB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 2

pps-lab/rofl-project-code

Language: Rust - Size: 102 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 24 - Forks: 3

kamathhrishi/GreyNSights

Privacy-Preserving Data Analysis using Pandas

Language: Python - Size: 1010 KB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 19 - Forks: 0

ammartahir24/SecureAggregation

An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawitz et. al)" in Python.

Language: Python - Size: 19.5 KB - Last synced at: over 2 years ago - Pushed at: about 6 years ago - Stars: 56 - Forks: 20

codymlewis/secure_aggregation

An implementation of the secure aggregation algorithm for federated learning

Language: Python - Size: 19.5 KB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0