fifiteen82726 / Laplace-Mechanism-and-Randomized-ResponseLinks
Compare Randomized Response and Laplace Mechanism
☆9Updated 6 years ago
Alternatives and similar repositories for Laplace-Mechanism-and-Randomized-Response
Users that are interested in Laplace-Mechanism-and-Randomized-Response are comparing it to the libraries listed below
Sorting:
- Python package for simple implementations of state-of-the-art LDP frequency estimation algorithms. Contains code for our VLDB 2021 Paper.☆74Updated last year
- Sample LDP implementation in Python☆129Updated last year
- Concentrated Differentially Private Gradient Descent with Adaptive per-iteration Privacy Budget☆49Updated 7 years ago
- Useful tools for differential privacy☆216Updated 2 years ago
- Implementation of calibration bounds for differential privacy in the shuffle model☆22Updated 4 years ago
- Accompanying source code to my Bachelor's thesis at TUHH☆11Updated 7 years ago
- Differential Privacy Preservation in Deep Learning under Model Attacks☆135Updated 4 years ago
- ☆14Updated 4 months ago
- Differential private machine learning☆194Updated 3 years ago
- Code for NIPS'2017 paper☆50Updated 4 years ago
- Multiple Frequency Estimation Under Local Differential Privacy in Python☆48Updated last year
- PyTorch implementation of a number of mechanisms in local differential privacy☆17Updated 3 years ago
- GFIM: An novel algorithm of frequent item mining with local differential privacy☆12Updated 5 years ago
- ☆9Updated 5 years ago
- Secure and utility-aware data collection with condensed local differential privacy☆17Updated 5 years ago
- Unified, Simplified, Tight and Fast Privacy Amplification in the Shuffle Model of Differential Privacy☆11Updated 8 months ago
- Amortized version of the differentially private SGD algorithm published in "Deep Learning with Differential Privacy" by Abadi et al. Enfo…☆41Updated last year
- 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
- MPC Secure Multiparty Computation. A three-party secret-sharing-based vertical federated learning setting. The data are vertically parti…☆23Updated 5 years ago
- This is an implementation for paper "A Hybrid Approach to Privacy Preserving Federated Learning" (https://arxiv.org/pdf/1812.03224.pdf)☆21Updated 5 years ago
- A simple Python implementation of a secure aggregation protocole for federated learning.☆35Updated 2 years ago
- Python implementation of differential privacy using Laplace mechanism☆11Updated 2 years ago
- This project's goal is to evaluate the privacy leakage of differentially private machine learning models.☆135Updated 2 years ago
- Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"☆46Updated last year
- The Algorithmic Foundations of Differential Pivacy by Cynthia Dwork Chinese Translation☆164Updated 2 years ago
- Heterogeneous Gaussian Mechanism: Preserving Differential Privacy in Deep Learning with Provable Robustness (IJCAI'19).☆13Updated 4 years ago
- personal implementation of secure aggregation protocol☆46Updated last year
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆33Updated 4 years ago
- Analytic calibration for differential privacy with Gaussian perturbations☆48Updated 6 years ago