SAP-samples / machine-learning-diff-private-federated-learningLinks
Simulate a federated setting and run differentially private federated learning.
☆385Updated 10 months ago
Alternatives and similar repositories for machine-learning-diff-private-federated-learning
Users that are interested in machine-learning-diff-private-federated-learning are comparing it to the libraries listed below
Sorting:
- Privacy Preserving Vertical Federated Learning☆221Updated 2 years ago
- Implementation of dp-based federated learning framework using PyTorch☆314Updated last week
- On the Convergence of FedAvg on Non-IID Data☆274Updated 3 years ago
- Fair Resource Allocation in Federated Learning (ICLR '20)☆253Updated 2 years ago
- Source code for paper "How to Backdoor Federated Learning" (https://arxiv.org/abs/1807.00459)☆310Updated last year
- ☆168Updated 8 years ago
- Differential Privacy Preservation in Deep Learning under Model Attacks☆135Updated 4 years ago
- Curated notebooks on how to train neural networks using differential privacy and federated learning.☆67Updated 4 years ago
- Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)☆306Updated 3 years ago
- Federated Optimization in Heterogeneous Networks (MLSys '20)☆712Updated 2 years ago
- Code for "Analyzing Federated Learning through an Adversarial Lens" https://arxiv.org/abs/1811.12470☆152Updated 3 years ago
- Code for Federated Learning with Matched Averaging, ICLR 2020.☆341Updated 4 years ago
- [NeurIPS 2019 FL workshop] Federated Learning with Local and Global Representations☆244Updated last year
- Differential private machine learning☆198Updated 3 years ago
- Galaxy Federated Learning Framework (星际联邦学习框架)☆254Updated 3 years ago
- Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints☆184Updated 4 years ago
- A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.☆481Updated 2 years ago
- Concentrated Differentially Private Gradient Descent with Adaptive per-iteration Privacy Budget☆49Updated 7 years ago
- Leaf: A Benchmark for Federated Settings☆895Updated 2 years ago
- FedTorch is a generic repository for benchmarking different federated and distributed learning algorithms using PyTorch Distributed API.☆193Updated 9 months ago
- A Simulator for Privacy Preserving Federated Learning☆96Updated 5 years ago
- ☆73Updated 2 years ago
- Standard federated learning implementations in FedLab and FL benchmarks.☆153Updated last year
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆415Updated last year
- ☆109Updated 4 years ago
- ☆179Updated last year
- Codebase for An Efficient Framework for Clustered Federated Learning.☆121Updated 5 years ago
- An open source FL implement with dataset(Femnist, Shakespeare, MNIST, Cifar-10 and Fashion-Mnist) using pytorch☆133Updated 2 years ago
- An implementation of Deep Learning with Differential Privacy☆26Updated 2 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆46Updated 3 years ago