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vaseline555
Federated-Learning-in-PyTorch vaseline555
91
418
mit
3
Handy PyTorch implementation of Federated Learning (for your painless research)
fedavg fedopt fedsgd fedadam fedprox fedyogi pytorch fedadagrad deep-learning leaf-benchmark federated-learning
Created 2021-05-08
49 commits to main branch, last one about a year ago
lishenghui
blades lishenghui
22
136
apache-2.0
2
⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning
fedavg federated federated-learning distributed-systems robust-optimization model-poisoning-attack robust-machine-learning byzantine-fault-tolerance robust-federated-learning federated-learning-framework federated-learning-simulator
Created 2022-04-13
56 commits to master branch, last one 6 months ago
Lee-Gihun
FedNTD Lee-Gihun
15
82
mit
2
(NeurIPS 2022) Official Implementation of "Preservation of the Global Knowledge by Not-True Distillation in Federated Learning"
moon fedavg feddyn fedntd fedavgm fedcurv fednova fedprox scaffold deep-learning computer-vision machine-learning continual-learning federated-learning deep-neural-networks distributed-learning knowledge-distillation artificial-intelligence
Created 2022-11-29
21 commits to master branch, last one about a year ago
c-gabri
Federated-Learning-PyTorch c-gabri
14
69
gpl-3.0
2
PyTorch implementation of Federated Learning algorithms FedSGD, FedAvg, FedAvgM, FedIR, FedVC, FedProx and standard SGD, applied to visual classification. Client distributions are synthesized with arb...
sgd fedir fedvc fedavg fedsgd fedavgm fedprox non-iid pytorch imbalance heterogeneity classification federated-learning
Created 2022-01-05
204 commits to master branch, last one 2 years ago
tanyuqian
redco tanyuqian
7
61
apache-2.0
3
NAACL '24 (Best Demo Paper RunnerUp) / MlSys @ NeurIPS '23 - RedCoast: A Lightweight Tool to Automate Distributed Training and Inference
jax ppo maml gemma llama mlsys fedavg seq2seq flan-t5-xxl meta-learning mixed-precision diffusion-models image-captioning stable-diffusion model-parallelism federated-learning differential-privacy distributed-training large-language-models reinforcement-learning
Created 2022-12-19
674 commits to master branch, last one 21 days ago
ki-ljl
FedAvg-numpy-pytorch-tff ki-ljl
6
41
mit
1
Three implementations of FedAvg: numpy, pytorch and tensorflow federated.
tff numpy fedavg pytorch federated-learning
Created 2022-03-01
14 commits to main branch, last one 2 years ago