Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.
☆47Nov 28, 2022Updated 3 years ago
Alternatives and similar repositories for Federated-Learning-with-Local-Differential-Privacy
Users that are interested in Federated-Learning-with-Local-Differential-Privacy are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Implementation of dp-based federated learning framework using PyTorch☆323Jan 3, 2026Updated 10 months ago
- Official Pytorch implementation for "Differentially Private Federated Learning on Heterogeneous Data" (AISTATS 2022)☆78Feb 22, 2022Updated 4 years ago
- Local Differential Privacy for Federated Learning☆19Oct 24, 2022Updated 4 years ago
- [NeurIPS 2023] Dynamic Personalized Federated Learning with Adaptive Differential Privacy☆91Sep 10, 2024Updated 2 years ago
- Implementation of Shuffled Model of Differential Privacy in Federated Learning." AISTATS, 2021.☆18Oct 4, 2022Updated 4 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Curated notebooks on how to train neural networks using differential privacy and federated learning.☆66Jan 15, 2021Updated 5 years ago
- A summay of existing works on security and privacy issues in distributed learning☆10Nov 25, 2021Updated 4 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆35Feb 8, 2021Updated 5 years ago
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆423Oct 26, 2024Updated 2 years ago
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆75Feb 9, 2025Updated last year
- Implementation of local differential privacy mechanisms in Python language.☆29Jul 26, 2022Updated 4 years ago
- ☆15Dec 11, 2023Updated 2 years ago
- GFIM: An novel algorithm of frequent item mining with local differential privacy☆11Feb 13, 2020Updated 6 years ago
- Concentrated Differentially Private Gradient Descent with Adaptive per-iteration Privacy Budget☆48Mar 1, 2018Updated 8 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.
- Differential private machine learning☆200Feb 10, 2022Updated 4 years ago
- Differentially private federated learning: A systematic review (ACM Survey); Adap dp-fl: Differentially private federated learning with a…☆385Sep 2, 2025Updated last year
- Research simulation toolkit for federated learning☆14Nov 7, 2020Updated 6 years ago
- A foundational platform that primarily shares federated learning, differential privacy content☆27Mar 19, 2025Updated last year
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆61Feb 4, 2022Updated 4 years ago
- 联邦学习隐私保护综述☆36Oct 15, 2021Updated 5 years ago
- Analytic calibration for differential privacy with Gaussian perturbations☆52Oct 7, 2018Updated 8 years ago
- Simulate a federated setting and run differentially private federated learning.☆393Mar 7, 2025Updated last year
- Python implementation of differential privacy using Laplace mechanism☆11Apr 13, 2026Updated 6 months 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.
- ☆10Dec 8, 2022Updated 3 years ago
- Secure and utility-aware data collection with condensed local differential privacy☆17Apr 13, 2020Updated 6 years ago
- This repository contains the official implementation for the manuscript: Make Landscape Flatter in Differentially Private Federated Lear…☆56Oct 12, 2025Updated last year
- Official implementations for "Communication-Efficient Diffusion Strategy for Performance Improvement of Federated Learning with Non-IID D…☆22Mar 14, 2024Updated 2 years ago
- Repository for the EDBT'23 paper "Frequency Estimation of Evolving Data Under Local Differential Privacy".☆12Aug 1, 2023Updated 3 years ago
- ☆12Sep 12, 2021Updated 5 years ago
- Membership Inference Attack on Federated Learning☆13Jan 14, 2022Updated 4 years ago
- ☆22Apr 6, 2021Updated 5 years ago
- This is an implementation for paper "A Hybrid Approach to Privacy Preserving Federated Learning" (https://arxiv.org/pdf/1812.03224.pdf)☆24Jun 9, 2020Updated 6 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- ☆19Feb 20, 2024Updated 2 years ago
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆134Sep 30, 2024Updated 2 years ago
- ☆46Aug 4, 2023Updated 3 years ago
- ☆14Dec 12, 2024Updated last year
- Privacy Preserving Collaborative Encrypted Network Traffic Classification (Differential Privacy, Federated Learning, Membership Inference…☆130May 1, 2023Updated 3 years ago
- R-GAP: Recursive Gradient Attack on Privacy [Accepted at ICLR 2021]☆37Feb 20, 2023Updated 3 years ago
- This course introduced me to three cutting-edge technologies for privacy-preserving AI: Federated Learning, Differential Privacy, and Enc…☆11Sep 2, 2019Updated 7 years ago