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
- [INFOCOM24' & TDSC25']FedPHE & Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning☆41Aug 31, 2025Updated 7 months ago
- Common MPC Pitfalls☆12Updated this week
- Secure Aggregation for Federated Learning with Malicious Actors☆27Dec 6, 2022Updated 3 years ago
- Our first MPC program (aka: MP-SPDZ by a dummy)☆18Nov 13, 2023Updated 2 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- ☆14Jul 11, 2023Updated 2 years ago
- Practical Vertical Federated Learning with Unsupervised Representation Learning (TBD 2022)☆22Feb 21, 2022Updated 4 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
- ☆13Jun 11, 2021Updated 4 years ago
- Code for Data Poisoning Attacks Against Federated Learning Systems☆206Jun 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)☆30Apr 1, 2026Updated last week
- A distributed fedrated learning system on the blockchain.☆66Jan 20, 2019Updated 7 years ago
- Code for paper "Byzantine-Resilient Decentralized Stochastic Optimization with Robust Aggregation Rules"☆20Apr 19, 2024Updated last year
- 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.
- ☆18Feb 2, 2022Updated 4 years ago
- The official code for ICML 2024 "FedREDefense: Defending against Model Poisoning Attacks for Federated Learning using Model Update Recons…☆29Jun 6, 2024Updated last year
- Input scripts for securely evaluating quantized ImageNet models with mp-spdz☆19Oct 6, 2020Updated 5 years ago
- A Rust library for the preprocessing zkSNARK of Groth and Maller☆13Oct 29, 2024Updated last year
- This is the code for our paper `Robust Federated Learning with Attack-Adaptive Aggregation' accepted by FTL-IJCAI'21.☆47Jun 12, 2023Updated 2 years ago
- This repository combines visual srvoing projected to a null space operator and Nonlinear Model Predictive Control (NMPC). The controller …☆10Oct 7, 2024Updated last year
- ☆35Feb 10, 2023Updated 3 years ago
- Cryptographically Secure Aggregation for Federated Learning☆11Jan 24, 2023Updated 3 years ago
- A ledger for private and secure peer to peer machine learning☆110Jul 6, 2023Updated 2 years ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- Implementation of Federated Learning and Blockchain for training machine learning models using a decentralized approach thereby attemptin…☆31Aug 21, 2021Updated 4 years ago
- ☆21Sep 27, 2022Updated 3 years ago
- The official code of KDD22 paper "FLDetecotor: Defending Federated Learning Against Model Poisoning Attacks via Detecting Malicious Clien…☆86Feb 23, 2023Updated 3 years ago
- BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning☆33Feb 19, 2021Updated 5 years ago
- IBA: Towards Irreversible Backdoor Attacks in Federated Learning (Poster at NeurIPS 2023)☆40Sep 10, 2025Updated 7 months ago
- A sybil-resilient distributed learning protocol.☆112Sep 9, 2025Updated 7 months ago
- ⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning☆156Feb 16, 2025Updated last year
- ☆25Nov 13, 2025Updated 5 months ago
- ☆56Feb 19, 2023Updated 3 years ago
- NordVPN Special Discount Offer • AdSave on top-rated NordVPN 1 or 2-year plans with secure browsing, privacy protection, and support for for all major platforms.
- The implementatioin code of paper: “A Practical Clean-Label Backdoor Attack with Limited Information in Vertical Federated Learning”☆11Jul 1, 2023Updated 2 years ago
- Simplified implementation of federated learning in PyTorch☆32Jan 7, 2021Updated 5 years ago
- DFL working group☆32May 14, 2024Updated last year
- Asynchronous Federated Learning☆49Apr 22, 2023Updated 2 years ago
- ☆12Dec 9, 2020Updated 5 years 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
- KNN Defense Against Clean Label Poisoning Attacks☆13Sep 24, 2021Updated 4 years ago