SAFEFL: MPC-friendly Framework for Private and Robust Federated Learning
☆49Aug 18, 2023Updated 2 years ago
Alternatives and similar repositories for SAFEFL
Users that are interested in SAFEFL are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- NN-EMD framework: efficiently training neural networks using encrypted multi-sourced datasets☆14Jun 6, 2021Updated 4 years ago
- Federated learning + blockchain example☆12Sep 13, 2022Updated 3 years ago
- ☆13Dec 3, 2021Updated 4 years ago
- ☆14Jul 11, 2023Updated 2 years ago
- The Project's goal is to simulate a decentralised approach to building machine learning models while protecting the privacy of users.☆17Sep 10, 2021Updated 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.
- A secure aggregation system for private federated learning☆52Mar 21, 2026Updated last month
- ☆13Jun 11, 2021Updated 4 years ago
- Code for Data Poisoning Attacks Against Federated Learning Systems☆204Jun 13, 2021Updated 4 years ago
- Improved Secure 3-Party Neural Network Inference with Reducing Online Communication Costs☆11Jan 27, 2023Updated 3 years ago
- Function secret sharing (FSS) primitives including distributed point/comparison function (DPF/DCF)☆31Apr 14, 2026Updated 2 weeks ago
- A distributed fedrated learning system on the blockchain.☆65Jan 20, 2019Updated 7 years ago
- Code for paper "Byzantine-Resilient Decentralized Stochastic Optimization with Robust Aggregation Rules"☆19Apr 19, 2024Updated 2 years ago
- Implementation of a client reputation, gradient checking and homomorphic encryption mechanism to defend a federated learning system from …☆17Jan 11, 2024Updated 2 years ago
- ☆18Feb 2, 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.
- The official code for ICML 2024 "FedREDefense: Defending against Model Poisoning Attacks for Federated Learning using Model Update Recons…☆30Jun 6, 2024Updated last year
- Input scripts for securely evaluating quantized ImageNet models with mp-spdz☆19Oct 6, 2020Updated 5 years ago
- This is the code for our paper `Robust Federated Learning with Attack-Adaptive Aggregation' accepted by FTL-IJCAI'21.☆46Jun 12, 2023Updated 2 years ago
- Fault-Tolerant Neural CBF☆14Feb 23, 2024Updated 2 years ago
- CoPur: Certifiably Robust Collaborative Inference via Feature Purification (NeurIPS 2022)☆11Dec 7, 2022Updated 3 years ago
- This repository combines visual srvoing projected to a null space operator and Nonlinear Model Predictive Control (NMPC). The controller …☆11Oct 7, 2024Updated last year
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆29Oct 25, 2021Updated 4 years ago
- MPC Secure Multiparty Computation. A three-party secret-sharing-based vertical federated learning setting. The data are vertically parti…☆24Jul 1, 2019Updated 6 years ago
- TILT: A GDPR-Aligned Transparency Information Language and Toolkit for Practical Privacy Engineering☆14Jul 22, 2023Updated 2 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.
- ☆35Feb 10, 2023Updated 3 years ago
- EasyChatJavaClient 采用JavaFx + Netty框架实现，JavaFx实现了简单显示界面，Netty实现了跟后台的TCP通信☆18Nov 1, 2019Updated 6 years ago
- Cryptographically Secure Aggregation for Federated Learning☆11Jan 24, 2023Updated 3 years ago
- The official code of KDD22 paper "FLDetecotor: Defending Federated Learning Against Model Poisoning Attacks via Detecting Malicious Clien…☆87Feb 23, 2023Updated 3 years ago
- IBA: Towards Irreversible Backdoor Attacks in Federated Learning (Poster at NeurIPS 2023)☆41Sep 10, 2025Updated 7 months ago
- A sybil-resilient distributed learning protocol.☆112Sep 9, 2025Updated 7 months ago
- ☆25Nov 13, 2025Updated 5 months ago
- ☆55Feb 19, 2023Updated 3 years ago
- The implementatioin code of paper: “A Practical Clean-Label Backdoor Attack with Limited Information in Vertical Federated Learning”☆11Jul 1, 2023Updated 2 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.
- Antchain-MPC is a library of MPC (Multi-Parties Computation)☆61Dec 26, 2023Updated 2 years ago
- ☆12Dec 9, 2020Updated 5 years ago
- Swarm 2.0 implementation☆15Mar 28, 2018Updated 8 years ago
- Simulation-based performance analysis of server-less Blockchain-enabled Federated Learning☆39May 13, 2025Updated 11 months ago
- Blockchain federated learning☆14Sep 26, 2022Updated 3 years ago
- Skyrise is a research project exploring data processing on elastic cloud resources.☆17Nov 3, 2025Updated 6 months ago
- 基于《A Little Is Enough: Circumventing Defenses For Distributed Learning》的联邦学习攻击模型☆65May 22, 2020Updated 5 years ago