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:
- 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
- Useful tools for differential privacy☆219Updated 3 years ago
- Paper notes and code for differentially private machine learning☆365Updated 2 months ago
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆131Updated last year
- The Algorithmic Foundations of Differential Pivacy by Cynthia Dwork Chinese Translation☆170Updated 2 years ago
- Differential private machine learning☆195Updated 3 years ago
- Implementation of local differential privacy mechanisms in Python language.☆29Updated 3 years ago
- Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"☆51Updated 2 years ago
- A foundational platform that primarily shares federated learning, differential privacy content☆26Updated 8 months ago
- Sample LDP implementation in Python☆128Updated 2 years ago
- Implementation of dp-based federated learning framework using PyTorch☆312Updated 2 years ago
- Curated notebooks on how to train neural networks using differential privacy and federated learning.☆67Updated 4 years ago
- 🔬 FedCom为SWPU2022届本科毕业设计《基于社区检测的多任务聚类联邦学习》。本研究提出了一种多任务聚类联邦学习(clustered federated learning, CFL)的新方法,该方法的特点是基于社区检测(community detection)来进…☆66Updated 2 years ago
- An implementation of Deep Learning with Differential Privacy☆26Updated 2 years ago
- 基于同态加密的联邦学习安全聚合系统☆47Updated 4 years ago
- DPSUR☆27Updated 9 months ago
- GFIM: An novel algorithm of frequent item mining with local differential privacy☆12Updated 5 years ago
- 通过阅读Communication-Efficient Learning of Deep Networks from Decentralized Data与Robust and Communication-Efficient Federated Learning from …☆39Updated 3 years ago
- 联邦学习分布式训练MNist数据集☆62Updated 6 years ago
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆61Updated 3 years ago
- Implement FedAvg algorithm based on Tensorflow☆262Updated 4 years ago
- Local Differential Privacy for Federated Learning☆18Updated 3 years ago
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆411Updated last year
- Implementation of "PrivGraph: Differentially Private Graph Data Publication by Exploiting Community Information"☆15Updated 2 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
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆34Updated 4 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆46Updated 2 years ago
- Privacy-preserving federated learning is distributed machine learning where multiple collaborators train a model through protected gradi…☆31Updated 4 years ago
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆91Updated 6 years ago
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆20Updated 2 years ago