schultzelab / swarm_learning
Scripts for figures and calculations of the manuscript by Warnat-Herresthal el al. 2020
☆195Updated 3 years ago
Alternatives and similar repositories for swarm_learning:
Users that are interested in swarm_learning are comparing it to the libraries listed below
- A simplified library for decentralized, privacy preserving machine learning☆340Updated 4 months ago
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆73Updated last month
- Implementation of dp-based federated learning framework using PyTorch☆295Updated 2 years ago
- [ICLR'21] FedBN: Federated Learning on Non-IID Features via Local Batch Normalization☆243Updated last year
- Privacy Preserving Vertical Federated Learning☆217Updated last year
- Galaxy Federated Learning Framework (星际联邦学习框架)☆247Updated 2 years ago
- Democratize access to data, decentralize Artificial intelligence and enhance user privacy with Federated learning and Blockchain.☆185Updated 3 years ago
- Ditto: Fair and Robust Federated Learning Through Personalization (ICML '21)☆141Updated 2 years ago
- On the Convergence of FedAvg on Non-IID Data☆264Updated 2 years ago
- vertical federated learning paper lists☆75Updated 4 years ago
- ☆77Updated last year
- Standard federated learning implementations in FedLab and FL benchmarks.☆155Updated last year
- ☆191Updated 7 months ago
- ☆111Updated 4 years ago
- Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints☆168Updated 4 years ago
- Federated Learning Blockchain Web Demo☆51Updated 2 years ago
- A ledger for private and secure peer to peer machine learning☆108Updated last year
- ☆172Updated 5 months ago
- FedTorch is a generic repository for benchmarking different federated and distributed learning algorithms using PyTorch Distributed API.☆190Updated 10 months ago
- [NeurIPS 2019 FL workshop] Federated Learning with Local and Global Representations☆232Updated 7 months ago
- This repository contains all the implementation of different papers on Federated Learning☆43Updated 4 years ago
- Fair Resource Allocation in Federated Learning (ICLR '20)☆247Updated last year
- Code and data accompanying the FedGen paper☆251Updated 4 months ago
- Official code for "Federated Multi-Task Learning under a Mixture of Distributions" (NeurIPS'21)☆161Updated 2 years ago
- ⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning☆141Updated last month
- Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)☆294Updated 2 years ago
- A Simulator for Privacy Preserving Federated Learning☆93Updated 4 years ago
- A distributed fedrated learning system on the blockchain.☆61Updated 6 years ago
- PyTorch implementation of Federated Learning algorithms FedSGD, FedAvg, FedAvgM, FedIR, FedVC, FedProx and standard SGD, applied to visua…☆76Updated 3 years ago
- Bayesian Nonparametric Federated Learning of Neural Networks☆144Updated 5 years ago