forestneo / sunPytoolsLinks
Useful tools for differential privacy
☆219Updated 3 years ago
Alternatives and similar repositories for sunPytools
Users that are interested in sunPytools are comparing it to the libraries listed below
Sorting:
- Sample LDP implementation in Python☆128Updated 2 years ago
- The Algorithmic Foundations of Differential Pivacy by Cynthia Dwork Chinese Translation☆171Updated 3 years ago
- Differential private machine learning☆198Updated 3 years ago
- Concentrated Differentially Private Gradient Descent with Adaptive per-iteration Privacy Budget☆49Updated 7 years ago
- Repository for collection of research papers on privacy.☆344Updated last year
- Paper notes and code for differentially private machine learning☆377Updated 4 months ago
- Python package for simple implementations of state-of-the-art LDP frequency estimation algorithms. Contains code for our VLDB 2021 Paper.☆78Updated 2 months ago
- Implementation of calibration bounds for differential privacy in the shuffle model☆21Updated 5 years ago
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆131Updated last year
- Utility-aware synthesis of differentially private and attack-resilient location traces☆25Updated 6 years ago
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆92Updated 6 years ago
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆61Updated 3 years ago
- Differential Privacy Preservation in Deep Learning under Model Attacks☆135Updated 4 years ago
- Secure and utility-aware data collection with condensed local differential privacy☆17Updated 5 years ago
- Implementation of dp-based federated learning framework using PyTorch☆314Updated 2 weeks ago
- An implementation of Deep Learning with Differential Privacy☆26Updated 2 years ago
- IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning☆26Updated 3 years ago
- Implementation of "PrivGraph: Differentially Private Graph Data Publication by Exploiting Community Information"☆15Updated 2 years ago
- GFIM: An novel algorithm of frequent item mining with local differential privacy☆12Updated 5 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。☆55Updated 2 years ago
- Code to accompany the paper "Deep Learning with Gaussian Differential Privacy"☆49Updated 4 years ago
- ☆334Updated 3 weeks ago
- Curated notebooks on how to train neural networks using differential privacy and federated learning.☆67Updated 5 years ago
- personal implementation of secure aggregation protocol☆47Updated last year
- [INFOCOM24' & TDSC25']FedPHE & Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning☆41Updated 4 months ago
- ☆35Updated 3 years ago
- Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"☆53Updated 2 years ago
- ☆14Updated 11 months ago
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆417Updated last year
- Multi‐key homomorphic encryption based on MKCKKS☆20Updated 3 years ago