This work combines differential privacy and multi-party computation protocol to achieve distributed machine learning.
☆27Oct 15, 2020Updated 5 years ago
Alternatives and similar repositories for distributedMachineLearning
Users that are interested in distributedMachineLearning are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Quantifying Differential Privacy under Temporal Correlations☆12Mar 24, 2026Updated 6 months ago
- Code for NIPS'2017 paper☆51Jul 16, 2020Updated 6 years ago
- ConTPL: Controlling Temporal Privacy Leakage in Streaming Data Release with Differential Privacy☆12Sep 7, 2018Updated 8 years ago
- This repo contains the underlying code for all the experiments from the paper: "Automatic Discovery of Privacy-Utility Pareto Fronts"☆28Oct 3, 2022Updated 4 years ago
- Heterogeneous Gaussian Mechanism: Preserving Differential Privacy in Deep Learning with Provable Robustness (IJCAI'19).☆13Apr 16, 2021Updated 5 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Secure multi-party linear regression at plaintext speed☆17Mar 20, 2022Updated 4 years ago
- Code to accompany the paper "Deep Learning with Gaussian Differential Privacy"☆49Apr 29, 2021Updated 5 years ago
- Differentially Private Clustering in High-Dimensional Euclidean Spaces☆12Dec 30, 2017Updated 8 years ago
- Code for the paper "Bayesian Differential Privacy for Machine Learning"☆23Aug 12, 2020Updated 6 years ago
- Secure Interrogation of Genomic Databases (SIG-DB) using Homomorphic Encryption☆10May 16, 2018Updated 8 years ago
- Benchmarks for various multi-party computation frameworks☆18Oct 28, 2024Updated last year
- ☆184Jun 21, 2021Updated 5 years ago
- Malicious Two Party Computation Based on Garbled Circuits.☆12Sep 5, 2020Updated 6 years ago
- Code for Canonne-Kamath-Steinke paper https://arxiv.org/abs/2004.00010☆63Jun 16, 2020Updated 6 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Code for computing tight guarantees for differential privacy☆23Mar 3, 2023Updated 3 years ago
- Prototype implementation of Prio, a system for the private computation of aggregate statistics.☆63Jan 29, 2018Updated 8 years ago
- Software for "Secure genome-wide association analysis using multiparty computation", Nature Biotechnology, 2018☆19Aug 16, 2018Updated 8 years ago
- Secure Linear Regression in the Semi-Honest Two-Party Setting.☆37Oct 1, 2019Updated 7 years ago
- Input scripts for securely evaluating quantized ImageNet models with mp-spdz☆19Oct 6, 2020Updated 6 years ago
- Code for Horizontal Federated Learning blog around Credit Scoring☆10Sep 14, 2020Updated 6 years ago
- Semi-honest Two Party Computation Based on Garbled Circuits.☆83Jul 13, 2026Updated 2 months ago
- Repository for the EDBT'23 paper "Frequency Estimation of Evolving Data Under Local Differential Privacy".☆12Aug 1, 2023Updated 3 years ago
- Crypto and networking utils used for ABY and OTExtension☆19Jul 17, 2026Updated 2 months ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆75Feb 9, 2025Updated last year
- Code for reproducing the experiments of the ICML 2019 paper "Robust Learning from Untrusted Sources"☆18Jul 5, 2019Updated 7 years ago
- An Android app for the paranoids capable of remote SMS based device locking/wiping, faking the GPS and disabling the device cameras.☆11Dec 25, 2020Updated 5 years ago
- Python implementation of differential privacy using Laplace mechanism☆11Apr 13, 2026Updated 5 months ago
- Implementation of "Reading in the Dark: Classifying Encrypted Digits with Functional Encryption"☆22Jul 6, 2023Updated 3 years ago
- Use Tverberg point and centerpoint to achieve fault-tolerant multi-robot consensus☆13Apr 8, 2021Updated 5 years ago
- 百度商业AI技术创 新大赛赛道二:广告图片描述生成 Rank3方案分享☆11Oct 9, 2024Updated 2 years ago
- A Parallel Secure Machine Learning Framework on GPUs☆21Nov 17, 2021Updated 4 years ago
- Python package to create a report for mobility data with differential privacy guarantees.☆15Sep 18, 2024Updated 2 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Code for the WWW'23 paper "Sanitizing Sentence Embeddings (and Labels) for Local Differential Privacy"☆12Feb 20, 2023Updated 3 years ago
- Location Privacy Preservation of Vehicle Data in Internet of Vehicles☆10May 11, 2022Updated 4 years ago
- GFIM: An novel algorithm of frequent item mining with local differential privacy☆11Feb 13, 2020Updated 6 years ago
- Differentially private data release for data mining [SIGKDD 2011] - convert a relational data set into a differentially-private version w…☆16Sep 11, 2015Updated 11 years ago
- This project's goal is to evaluate the privacy leakage of differentially private machine learning models.☆136Dec 8, 2022Updated 3 years ago
- autodp: A flexible and easy-to-use package for differential privacy☆281Dec 5, 2023Updated 2 years ago
- On Bridging Generic and Personalized Federated Learning for Image Classification☆16Feb 5, 2022Updated 4 years ago