git-disl / AdaTrace
Utility-aware synthesis of differentially private and attack-resilient location traces
☆24Updated 6 years ago
Alternatives and similar repositories for AdaTrace:
Users that are interested in AdaTrace are comparing it to the libraries listed below
- ☆19Updated 2 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☆12Updated 5 years ago
- Sample LDP implementation in Python☆125Updated last year
- Secure and utility-aware data collection with condensed local differential privacy☆17Updated 4 years ago
- Useful tools for differential privacy☆215Updated 2 years ago
- Local Differential Privacy for Federated Learning☆16Updated 2 years ago
- PyTorch implementation of a number of mechanisms in local differential privacy☆17Updated 3 years ago
- Python package for simple implementations of state-of-the-art LDP frequency estimation algorithms. Contains code for our VLDB 2021 Paper.☆74Updated last year
- ☆14Updated last month
- code for 'Differential Location Privacy for Sparse Mobile Crowdsensing' at ICDM'16☆45Updated 8 years ago
- Implementation of "PrivGraph: Differentially Private Graph Data Publication by Exploiting Community Information"☆13Updated 2 years ago
- The Algorithmic Foundations of Differential Pivacy by Cynthia Dwork Chinese Translation☆161Updated 2 years ago
- Implementation of calibration bounds for differential privacy in the shuffle model☆23Updated 4 years ago
- Concentrated Differentially Private Gradient Descent with Adaptive per-iteration Privacy Budget☆49Updated 7 years ago
- GFIM: An novel algorithm of frequent item mining with local differential privacy☆12Updated 5 years ago
- Differential private machine learning☆191Updated 3 years ago
- ☆17Updated 10 months ago
- Multiple Frequency Estimation Under Local Differential Privacy in Python☆47Updated last year
- Location Privacy Protection System Based on K-Anonymous☆24Updated 7 years ago
- ConTPL: Controlling Temporal Privacy Leakage in Streaming Data Release with Differential Privacy☆10Updated 6 years ago
- An implementation of Deep Learning with Differential Privacy☆24Updated 2 years ago
- Implementation of local differential privacy mechanisms in Python language.☆28Updated 2 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆46Updated 2 years ago
- Repository for the EDBT'23 paper "Frequency Estimation of Evolving Data Under Local Differential Privacy".☆12Updated last year
- Quantifying Differential Privacy under Temporal Correlations☆12Updated last year
- Amortized version of the differentially private SGD algorithm published in "Deep Learning with Differential Privacy" by Abadi et al. Enfo…☆41Updated 11 months ago
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆110Updated 5 months ago
- Implementation of Shuffled Model of Differential Privacy in Federated Learning." AISTATS, 2021.☆17Updated 2 years ago
- An implementation of "Data Synthesis via Differentially Private Markov Random Fields"☆13Updated 11 months ago
- DPSUR☆26Updated last month