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 last month
- Code for NIPS'2017 paper☆51Jul 16, 2020Updated 5 years ago
- A Secure Multiparty Computation (MPC) protocol for computing linear regression on vertically distributed datasets.☆32Apr 16, 2019Updated 7 years ago
- Heterogeneous Gaussian Mechanism: Preserving Differential Privacy in Deep Learning with Provable Robustness (IJCAI'19).☆13Apr 16, 2021Updated 5 years ago
- Secure multi-party linear regression at plaintext speed☆17Mar 20, 2022Updated 4 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- This repo contains the underlying code for all the experiments from the paper: "Automatic Discovery of Privacy-Utility Pareto Fronts"☆28Oct 3, 2022Updated 3 years ago
- Differentially Private Clustering in High-Dimensional Euclidean Spaces☆12Dec 30, 2017Updated 8 years ago
- Code to accompany the paper "Deep Learning with Gaussian Differential Privacy"☆49Apr 29, 2021Updated 5 years ago
- ☆11May 17, 2021Updated 5 years ago
- Tool for Automating efficient Secure Two-partY computation protocols☆10Nov 10, 2016Updated 9 years ago
- Secure Interrogation of Genomic Databases (SIG-DB) using Homomorphic Encryption☆10May 16, 2018Updated 8 years ago
- Code for Canonne-Kamath-Steinke paper https://arxiv.org/abs/2004.00010☆64Jun 16, 2020Updated 5 years ago
- Benchmarks for various multi-party computation frameworks☆18Oct 28, 2024Updated last year
- Code for computing tight guarantees for differential privacy☆23Mar 3, 2023Updated 3 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- ☆184Jun 21, 2021Updated 4 years ago
- Code for the paper "Bayesian Differential Privacy for Machine Learning"☆23Aug 12, 2020Updated 5 years ago
- Prototype implementation of Prio, a system for the private computation of aggregate statistics.☆64Jan 29, 2018Updated 8 years ago
- Software for "Secure genome-wide association analysis using multiparty computation", Nature Biotechnology, 2018☆20Aug 16, 2018Updated 7 years ago
- Secure Linear Regression in the Semi-Honest Two-Party Setting.☆37Oct 1, 2019Updated 6 years ago
- Code for Horizontal Federated Learning blog around Credit Scoring☆10Sep 14, 2020Updated 5 years ago
- Crypto and networking utils used for ABY and OTExtension☆19Jul 6, 2021Updated 4 years ago
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆76Feb 9, 2025Updated last year
- Code for reproducing the experiments of the ICML 2019 paper "Robust Learning from Untrusted Sources"☆18Jul 5, 2019Updated 6 years ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- ☆44Nov 23, 2021Updated 4 years ago
- Corpus and code for Aligned Recipe Actions (ARA) corpus, EMNLP 2021☆10May 22, 2024Updated last year
- A Parallel Secure Machine Learning Framework on GPUs☆21Nov 17, 2021Updated 4 years ago
- Code for the WWW'23 paper "Sanitizing Sentence Embeddings (and Labels) for Local Differential Privacy"☆12Feb 20, 2023Updated 3 years ago
- On Bridging Generic and Personalized Federated Learning for Image Classification☆14Feb 5, 2022Updated 4 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
- Differentially private data release for data mining [SIGKDD 2011] - convert a relational data set into a differentially-private version w…☆16Sep 11, 2015Updated 10 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 last year
- Python package to create a report for mobility data with differential privacy guarantees.☆15Sep 18, 2024Updated last year
- 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 accompanying the paper "Disparate Impact in Differential Privacy from Gradient Misalignment".☆11Apr 4, 2023Updated 3 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☆279Dec 5, 2023Updated 2 years ago
- Wrap around any model to output differentially private prediction sets with finite sample validity on any dataset.☆18Mar 3, 2024Updated 2 years ago
- ☆20May 11, 2022Updated 4 years ago
- Differential Privacy Preservation in Deep Learning under Model Attacks☆135Apr 16, 2021Updated 5 years ago
- Simulate a federated setting and run differentially private federated learning.☆390Mar 7, 2025Updated last year