git-disl / CLDPLinks
Secure and utility-aware data collection with condensed local differential privacy
☆17Updated 5 years ago
Alternatives and similar repositories for CLDP
Users that are interested in CLDP are comparing it to the libraries listed below
Sorting:
- Useful tools for differential privacy☆217Updated 2 years ago
- GFIM: An novel algorithm of frequent item mining with local differential privacy☆12Updated 5 years ago
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆122Updated 9 months ago
- Sample LDP implementation in Python☆129Updated last year
- Curated notebooks on how to train neural networks using differential privacy and federated learning.☆68Updated 4 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆45Updated 2 years ago
- A foundational platform that primarily shares federated learning, differential privacy content☆22Updated 3 months ago
- Concentrated Differentially Private Gradient Descent with Adaptive per-iteration Privacy Budget☆49Updated 7 years ago
- An implementation of Deep Learning with Differential Privacy☆25Updated 2 years ago
- Differential private machine learning☆195Updated 3 years ago
- Implementation of calibration bounds for differential privacy in the shuffle model☆22Updated 4 years ago
- The Algorithmic Foundations of Differential Pivacy by Cynthia Dwork Chinese Translation☆164Updated 2 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆33Updated 4 years ago
- Code for the paper "Bayesian Differential Privacy for Machine Learning"☆22Updated 4 years ago
- Federated Learning and Membership Inference Attacks experiments on CIFAR10☆22Updated 5 years ago
- The official code of KDD22 paper "FLDetecotor: Defending Federated Learning Against Model Poisoning Attacks via Detecting Malicious Clien…☆84Updated 2 years ago
- Differentially Private Federated Learning on Heterogeneous Data☆66Updated 3 years ago
- Federated learning used to detect credit card fraud☆13Updated 5 years ago
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆61Updated 3 years ago
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆35Updated 5 years ago
- ☆20Updated last year
- Differential Privacy Preservation in Deep Learning under Model Attacks☆135Updated 4 years ago
- Implementation of dp-based federated learning framework using PyTorch☆301Updated 2 years ago
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆88Updated 5 years ago
- Utility-aware synthesis of differentially private and attack-resilient location traces☆24Updated 6 years ago
- ☆18Updated 4 years ago
- Local Differential Privacy for Federated Learning☆17Updated 2 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
- A sybil-resilient distributed learning protocol.☆105Updated last year
- FL-Defender: Combating Targeted Attacks in Federated Learning☆1Updated 2 years ago