Useful tools for differential privacy
☆219Sep 11, 2022Updated 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☆128Jul 26, 2023Updated 2 years ago
- Differential private machine learning☆200Feb 10, 2022Updated 4 years ago
- Repository for collection of research papers on privacy.☆345Jul 19, 2024Updated last year
- GFIM: An novel algorithm of frequent item mining with local differential privacy☆12Feb 13, 2020Updated 6 years ago
- 本项目实现自《差分隐私下满足一致性的轨迹流量发布方法》，作者蔡剑平☆12Sep 2, 2019Updated 6 years ago
- ConTPL: Controlling Temporal Privacy Leakage in Streaming Data Release with Differential Privacy☆10Sep 7, 2018Updated 7 years ago
- Python package for simple implementations of state-of-the-art LDP frequency estimation algorithms. Contains code for our VLDB 2021 Paper.☆78Nov 6, 2025Updated 3 months ago
- Hadamard Response: Communication efficient, sample optimal, linear time locally private learning of distributions☆16Sep 18, 2020Updated 5 years ago
- ☆333Dec 25, 2025Updated 2 months ago
- 关于2019和2018年的一些东西☆28Nov 9, 2019Updated 6 years ago
- Local Differential Privacy for Federated Learning☆19Oct 24, 2022Updated 3 years ago
- Multiple Frequency Estimation Under Local Differential Privacy in Python☆51Feb 19, 2026Updated last week
- The Algorithmic Foundations of Differential Pivacy by Cynthia Dwork Chinese Translation☆170Dec 11, 2022Updated 3 years ago
- Secure and utility-aware data collection with condensed local differential privacy☆17Apr 13, 2020Updated 5 years ago
- code for 'Differential Location Privacy for Sparse Mobile Crowdsensing' at ICDM'16☆47Jan 19, 2017Updated 9 years ago
- Diffprivlib: The IBM Differential Privacy Library☆904Sep 17, 2025Updated 5 months ago
- Differentially private federated learning: A systematic review (ACM Survey); Adap dp-fl: Differentially private federated learning with a…☆381Sep 2, 2025Updated 5 months ago
- Naive implementation of basic Differential-Privacy framework and algorithms☆48Aug 30, 2022Updated 3 years ago
- Implementation of local differential privacy mechanisms in Python language.☆29Jul 26, 2022Updated 3 years ago
- Code for NIPS'2017 paper☆51Jul 16, 2020Updated 5 years ago
- ☆34Oct 12, 2022Updated 3 years ago
- ☆23Dec 9, 2022Updated 3 years ago
- Concentrated Differentially Private Gradient Descent with Adaptive per-iteration Privacy Budget☆49Mar 1, 2018Updated 8 years ago
- ☆14Feb 19, 2025Updated last year
- Code for CCS '23 paper "Blink: Link Local Differential Privacy in Graph Neural Networks via Bayesian Estimation"☆15Nov 17, 2023Updated 2 years ago
- list of differential-privacy related resources☆325Jan 10, 2025Updated last year
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆421Oct 26, 2024Updated last year
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆46Nov 28, 2022Updated 3 years ago
- Training PyTorch models with differential privacy☆1,907Updated this week
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆76Feb 9, 2025Updated last year
- Evaluation code for mobile crowdsourcing privacy (paper: On (The Lack Of) Location Privacy in Crowdsourcing Applications -- USENIX Securi…☆19Nov 25, 2020Updated 5 years ago
- Implementation of Shuffled Model of Differential Privacy in Federated Learning." AISTATS, 2021.☆18Oct 4, 2022Updated 3 years ago
- ☆20Feb 2, 2024Updated 2 years ago
- ☆45Jul 9, 2021Updated 4 years ago
- Models built with TensorFlow☆18Dec 15, 2020Updated 5 years ago
- Differentially Private Federated Learning on Heterogeneous Data☆73Feb 22, 2022Updated 4 years ago
- Utility-aware synthesis of differentially private and attack-resilient location traces☆25Jan 20, 2019Updated 7 years ago
- Differentially Private Synthetic Data Generation [DP-SDG] - Experimental Setups & Knowledge Base - WORK IN PROGRESS☆12Jul 26, 2022Updated 3 years ago
- Code for the DP cross-silo federated learning paper☆11Jul 10, 2020Updated 5 years ago