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Add baselines to readme #2613

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Add baselines to readme #2613

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jafermarq Nov 16, 2023
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Update README.md
jafermarq Nov 16, 2023
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Merge branch 'main' into baselines-in-readme
danieljanes Nov 17, 2023
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32 changes: 20 additions & 12 deletions README.md
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Expand Up @@ -91,18 +91,26 @@ Stay tuned, more tutorials are coming soon. Topics include **Privacy and Securit

## Flower Baselines

Flower Baselines is a collection of community-contributed experiments that reproduce the experiments performed in popular federated learning publications. Researchers can build on Flower Baselines to quickly evaluate new ideas:

- [FedAvg](https://arxiv.org/abs/1602.05629):
- [MNIST](https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/fedavg_mnist)
- [FedProx](https://arxiv.org/abs/1812.06127):
- [MNIST](https://github.com/adap/flower/tree/main/baselines/fedprox/)
- [Adaptive Federated Optimization](https://arxiv.org/abs/2003.00295):
- [CIFAR-10/100](https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/adaptive_federated_optimization)

Check the Flower documentation to learn more: [Using Baselines](https://flower.dev/docs/baselines/how-to-use-baselines.html)

The Flower community loves contributions! Make your work more visible and enable others to build on it by contributing it as a baseline: [Contributing Baselines](https://flower.dev/docs/baselines/how-to-contribute-baselines.html)
Flower Baselines is a collection of community-contributed projects that reproduce the experiments performed in popular federated learning publications. Researchers can build on Flower Baselines to quickly evaluate new ideas. The Flower community loves contributions! Make your work more visible and enable others to build on it by contributing it as a baseline!

- [DASHA](https://github.com/adap/flower/tree/main/baselines/dasha)
- [DepthFL](https://github.com/adap/flower/tree/main/baselines/depthfl)
- [FedBN](https://github.com/adap/flower/tree/main/baselines/fedbn)
- [FedMeta](https://github.com/adap/flower/tree/main/baselines/fedmeta)
- [FedMLB](https://github.com/adap/flower/tree/main/baselines/fedmlb)
- [FedPer](https://github.com/adap/flower/tree/main/baselines/fedper)
- [FedProx](https://github.com/adap/flower/tree/main/baselines/fedprox)
- [FedWav2vec2](https://github.com/adap/flower/tree/main/baselines/fedwav2vec2)
- [FjORD](https://github.com/adap/flower/tree/main/baselines/fjord)
- [MOON](https://github.com/adap/flower/tree/main/baselines/moon)
- [niid-Bench](https://github.com/adap/flower/tree/main/baselines/niid_bench)
- [TAMUNA](https://github.com/adap/flower/tree/main/baselines/tamuna)
- [FedAvg](https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/fedavg_mnist)
- [FedOpt](https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/adaptive_federated_optimization)

Please refer to the [Flower Baselines Documentation](https://flower.dev/docs/baselines/) for a detailed categorization of baselines and for additional info including:
* [How to use Flower Baselines](https://flower.dev/docs/baselines/how-to-use-baselines.html)
* [How to contribute a new Flower Baseline](https://flower.dev/docs/baselines/how-to-contribute-baselines.html)

## Flower Usage Examples

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