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
Sorting:
- Common MPC Pitfalls☆12Feb 14, 2026Updated 2 weeks ago
- Federated learning + blockchain example☆12Sep 13, 2022Updated 3 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
- The repo of "Coral: Maliciously Secure Computation Framework for Packed and Mixed Circuits" (CCS 2024)☆12Sep 6, 2024Updated last year
- Fault-Tolerant Neural CBF☆14Feb 23, 2024Updated 2 years ago
- Improved Secure 3-Party Neural Network Inference with Reducing Online Communication Costs☆11Jan 27, 2023Updated 3 years ago
- Secure Aggregation for Federated Learning with Malicious Actors☆28Dec 6, 2022Updated 3 years ago
- 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 6 months ago
- ☆13Dec 3, 2021Updated 4 years ago
- ☆13Jun 11, 2021Updated 4 years ago
- ☆14Jul 11, 2023Updated 2 years ago
- Code for paper "Byzantine-Resilient Decentralized Stochastic Optimization with Robust Aggregation Rules"☆20Apr 19, 2024Updated last year
- Implementation of a client reputation, gradient checking and homomorphic encryption mechanism to defend a federated learning system from …☆17Jan 11, 2024Updated 2 years ago
- Code for Data Poisoning Attacks Against Federated Learning Systems☆206Jun 13, 2021Updated 4 years ago
- A secure aggregation system for private federated learning☆49May 13, 2024Updated last year
- ☆18Feb 2, 2022Updated 4 years ago
- A distributed fedrated learning system on the blockchain.☆66Jan 20, 2019Updated 7 years ago
- Our first MPC program (aka: MP-SPDZ by a dummy)☆18Nov 13, 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
- Related paper: "Experimental Validation of an Actor-Critic Model Predictive Force Controller for Robot-Environment Interaction Tasks"☆21Mar 27, 2025Updated 11 months ago
- 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
- ☆55Feb 19, 2023Updated 3 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
- Function secret sharing (FSS) primitives including distributed point/comparison function (DPF/DCF)☆30Updated this week
- Implementation of protocols in the paper titled "Scalable Multi-Party Computation Protocols for Machine Learning in the Honest-Majority S…☆31Feb 15, 2025Updated last year
- Antchain-MPC is a library of MPC (Multi-Parties Computation)☆60Dec 26, 2023Updated 2 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
- ☆21Sep 27, 2022Updated 3 years ago
- ☆25Nov 13, 2025Updated 3 months ago
- A sybil-resilient distributed learning protocol.☆112Sep 9, 2025Updated 5 months ago
- A ledger for private and secure peer to peer machine learning☆110Jul 6, 2023Updated 2 years ago
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆28Oct 25, 2021Updated 4 years ago
- reproduce the FLTrust model based on the paper "FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping"☆33Dec 4, 2022Updated 3 years ago
- [ICRA 2024] WLST: Weak Labels Guided Self-training for Weakly-supervised Domain Adaptation on 3D Object Detection☆12Feb 6, 2024Updated 2 years ago
- This repository contains prototype software implementation of Threshold FHE, i.e., Fully Homomorphic Encryption with threshold decryption…☆10Dec 1, 2022Updated 3 years ago
- Deep Visual MPC-Policy Learning for Navigation☆30May 19, 2022Updated 3 years ago