lijucheng809 / PrivBayesLinks
建立基于差分隐私的贝叶斯网络，使得结构化数据同时兼备隐私性与效用性
☆28Updated 4 years ago
Alternatives and similar repositories for PrivBayes
Users that are interested in PrivBayes are comparing it to the libraries listed below
Sorting:
- Useful tools for differential privacy☆217Updated 3 years ago
- 使用tensorflow2.1实现联合学习推荐模型，并加入差分隐私噪声进行隐私保护。☆54Updated 2 years ago
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆129Updated last year
- Paper notes and code for differentially private machine learning☆358Updated last month
- Sample LDP implementation in Python☆129Updated 2 years ago
- The Algorithmic Foundations of Differential Pivacy by Cynthia Dwork Chinese Translation☆166Updated 2 years ago
- 联邦学习分布式训练MNist数据集☆61Updated 6 years ago
- Differential private machine learning☆195Updated 3 years ago
- A foundational platform that primarily shares federated learning, differential privacy content☆24Updated 7 months ago
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆61Updated 3 years ago
- Implementation of dp-based federated learning framework using PyTorch☆308Updated 2 years ago
- Implementation of local differential privacy mechanisms in Python language.☆29Updated 3 years ago
- Curated notebooks on how to train neural networks using differential privacy and federated learning.☆67Updated 4 years ago
- GFIM: An novel algorithm of frequent item mining with local differential privacy☆12Updated 5 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆46Updated 2 years ago
- 基于同态加密的联邦学习安全聚合系统☆46Updated 4 years ago
- Python package for simple implementations of state-of-the-art LDP frequency estimation algorithms. Contains code for our VLDB 2021 Paper.☆76Updated 2 years ago
- Implementation of "PrivGraph: Differentially Private Graph Data Publication by Exploiting Community Information"☆13Updated 2 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆33Updated 4 years ago
- 使用pytorch，mnist、cifar数据集实现基础的联邦学习（平局聚合、不含加密过程）☆32Updated 4 years ago
- DPSUR☆27Updated 8 months ago
- Three implementations of FedAvg: numpy, pytorch and tensorflow federated.☆44Updated 3 years ago
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆20Updated 2 years ago
- [INFOCOM24' & TDSC25']FedPHE & Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning☆37Updated last month
- An implementation of Deep Learning with Differential Privacy☆26Updated 2 years ago
- Local Differential Privacy for Federated Learning☆17Updated 2 years ago
- Secure and utility-aware data collection with condensed local differential privacy☆17Updated 5 years ago
- 区块链+联邦学习+恶意检测算法☆29Updated 4 years ago
- 基于安全多方计算的隐私保护系统设计与实现☆49Updated 3 years ago
- Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"☆48Updated 2 years ago