Stars
A pure-Rust implementation of Bulletproofs using Ristretto.
The source code of the paper "Efficient Privacy-Preserving Federated Learning with Compressed Sensing"
Codes for paper "ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations"
Accepted at MLNCP NeurIPS 2024: QFed+FHE: Quantum Federated Learning with Secure Fully Homomorphic Encryption (FHE)
Improving Privacy-Preserving Vertical Federated Learning by Efficient Communication with ADMM (SaTML 2024)
Papers related to Federated Learning in all top venues
We present a set of all-reduce compatible gradient compression algorithms which significantly reduce the communication overhead while maintaining the performance of vanilla SGD. We empirically eval…
Models and examples built with TensorFlow
FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning
Efficient Secure Aggregation for Privacy-Preserving Federated Machine Learning
An open-source framework for machine learning and other computations on decentralized data.
Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakespeare, mnist, cifar-10 and fashion-mnist. )
Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data