FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, differential privacy includes Laplacian mechanism differential privacy and Gaussian mechanism differential privacy.
☆133Sep 30, 2024Updated last year
Alternatives and similar repositories for fedavg_encrypt
Users that are interested in fedavg_encrypt are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Privacy-Preserving Deep Learning via Additively Homomorphic Encryption☆72Dec 15, 2020Updated 5 years ago
- Implementation of dp-based federated learning framework using PyTorch☆320Jan 3, 2026Updated 3 months ago
- Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization☆13Jun 21, 2021Updated 4 years ago
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆423Oct 26, 2024Updated last year
- Code to accompany the paper "Deep Learning with Gaussian Differential Privacy"☆33Apr 29, 2021Updated 4 years 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.
- Implement FedAvg algorithm based on Tensorflow☆267Dec 6, 2020Updated 5 years ago
- nips23-Dynamic Personalized Federated Learning with Adaptive Differential Privacy☆93Sep 10, 2024Updated last year
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆37Jul 16, 2020Updated 5 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆47Nov 28, 2022Updated 3 years ago
- Differentially private federated learning: A systematic review (ACM Survey); Adap dp-fl: Differentially private federated learning with a…☆387Sep 2, 2025Updated 7 months ago
- This repository contains the official implementation for the manuscript: Make Landscape Flatter in Differentially Private Federated Lear…☆56Oct 12, 2025Updated 6 months ago
- ☆19Apr 12, 2023Updated 3 years ago
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆76Feb 9, 2025Updated last year
- personal implementation of secure aggregation protocol☆44Feb 6, 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.
- ☆21Mar 12, 2023Updated 3 years ago
- Differentially Private Federated Learning: A Client Level Perspective☆12Jul 3, 2019Updated 6 years ago
- Privacy Preserving Convolutional Neural Network using Homomorphic Encryption for secure inference☆49Feb 3, 2021Updated 5 years ago
- ☆36Dec 23, 2025Updated 3 months ago
- The source code of the paper "Efficient Privacy-Preserving Federated Learning with Compressed Sensing"☆22May 23, 2024Updated last year
- Code for the DP cross-silo federated learning paper☆11Jul 10, 2020Updated 5 years ago
- PyTorch implementation of Federated Learning algorithms FedSGD, FedAvg, FedAvgM, FedIR, FedVC, FedProx and standard SGD, applied to visua…☆79Feb 27, 2022Updated 4 years ago
- Byzantine Attack-Resistant Federated Averaging Based on Outlier Elimination☆24Dec 26, 2022Updated 3 years ago
- Implementation for NIPS2023: A Unified Solution for Privacy and Communication Efficiency in Vertical Federated Learning☆15Apr 25, 2024Updated last year
- Wordpress hosting with auto-scaling - Free Trial • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- A Simulator for Privacy Preserving Federated Learning☆95Jan 12, 2021Updated 5 years ago
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆61Feb 4, 2022Updated 4 years ago
- Federated learning with homomorphic encryption enables multiple parties to securely co-train artificial intelligence models in pathology …☆32Dec 7, 2023Updated 2 years ago
- ☆12Dec 26, 2024Updated last year
- A secure aggregation system for private federated learning☆52Mar 21, 2026Updated 3 weeks ago
- A PyTorch implementation of "Communication-Efficient Learning of Deep Networks from Decentralized Data", AISTATS, 2017☆92Jul 25, 2024Updated last year
- A PyTorch implementation for the paper FedCon: A Contrastive Framework for Federated Semi-Supervised Learning.☆24May 18, 2022Updated 3 years ago
- A compiled list of resources and materials for PPML☆12May 10, 2025Updated 11 months ago
- ☆85Jan 6, 2022Updated 4 years ago
- Wordpress hosting with auto-scaling - Free Trial • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning☆27Aug 22, 2022Updated 3 years ago
- Code & supplementary material of the paper Label Inference Attacks Against Federated Learning on Usenix Security 2022.☆87Jun 27, 2023Updated 2 years ago
- A PyTorch Implementation of Federated Learning☆1,513Jul 25, 2024Updated last year
- Ditto: Fair and Robust Federated Learning Through Personalization (ICML '21)☆157Apr 30, 2022Updated 3 years ago
- This repo implements several algorithms for learning with differential privacy.☆110Dec 15, 2022Updated 3 years ago
- (NeurIPS 2022) Official Implementation of "Preservation of the Global Knowledge by Not-True Distillation in Federated Learning"☆92Feb 24, 2023Updated 3 years ago
- ☆41Feb 7, 2024Updated 2 years ago