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jafermarq committed Jan 30, 2024
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Expand Up @@ -173,7 +173,9 @@ Communication costs as measured as described in the paper:
|![CIFAR10 iid](_static/Cifar10_iid.jpeg) | ![CIFAR10 non-iid](_static/Cifar10_noniid.jpeg) |

### NON-IID MINST (FedAvg vs FedPer vs pFedPara)
**Important Note: The only federated averaging (FedAvg) implementation replicates the results outlined in the paper. However, challenges with convergence were encountered when applying pFedPara and FedPer methods.**

The only federated averaging (FedAvg) implementation replicates the results outlined in the paper. However, challenges with convergence were encountered when applying `pFedPara` and `FedPer` methods.

![Personalization algorithms](_static/non-iid_mnist_personalization.png)

## Code Acknowledgments
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