sisaman / LDP-mechanismsLinks
PyTorch implementation of a number of mechanisms in local differential privacy
☆17Updated 3 years ago
Alternatives and similar repositories for LDP-mechanisms
Users that are interested in LDP-mechanisms are comparing it to the libraries listed below
Sorting:
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆131Updated last year
- Sample LDP implementation in Python☆128Updated 2 years ago
- Python package for simple implementations of state-of-the-art LDP frequency estimation algorithms. Contains code for our VLDB 2021 Paper.☆78Updated last month
- A foundational platform that primarily shares federated learning, differential privacy content☆26Updated 8 months ago
- Local Differential Privacy for Federated Learning☆18Updated 3 years ago
- Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"☆52Updated 2 years ago
- [AAAI 2025] Label-Free Backdoor Attacks in Vertical Federated Learning☆18Updated 7 months ago
- 基于《A Little Is Enough: Circumventing Defenses For Distributed Learning》的联邦学习攻击模型☆65Updated 5 years ago
- Useful tools for differential privacy☆219Updated 3 years ago
- Concentrated Differentially Private Gradient Descent with Adaptive per-iteration Privacy Budget☆49Updated 7 years ago
- Curated notebooks on how to train neural networks using differential privacy and federated learning.☆67Updated 4 years ago
- Secure and utility-aware data collection with condensed local differential privacy☆17Updated 5 years ago
- Differentially Private Federated Learning on Heterogeneous Data☆70Updated 3 years ago
- The official code of KDD22 paper "FLDetecotor: Defending Federated Learning Against Model Poisoning Attacks via Detecting Malicious Clien…☆84Updated 2 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆46Updated 3 years ago
- The Algorithmic Foundations of Differential Pivacy by Cynthia Dwork Chinese Translation☆171Updated 2 years ago
- Code & supplementary material of the paper Label Inference Attacks Against Federated Learning on Usenix Security 2022.☆88Updated 2 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆35Updated 4 years ago
- Code to accompany the paper "Deep Learning with Gaussian Differential Privacy"☆49Updated 4 years ago
- ☆45Updated 2 years ago
- Differential private machine learning☆196Updated 3 years ago
- ☆39Updated last year
- ☆35Updated 3 years ago
- This is the code for our paper `Robust Federated Learning with Attack-Adaptive Aggregation' accepted by FTL-IJCAI'21.☆46Updated 2 years ago
- Locally Private Graph Neural Networks (ACM CCS 2021)☆49Updated 5 months ago
- ☆35Updated 4 years ago
- Implementation of dp-based federated learning framework using PyTorch☆313Updated 2 years ago
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆61Updated 3 years ago
- Federated Learning and Membership Inference Attacks experiments on CIFAR10☆23Updated 5 years ago
- ☆25Updated 4 years ago