Remove old FedBN (#2609)

README.md

@@ -97,8 +97,6 @@ Flower Baselines is a collection of community-contributed experiments that repro
   - [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/)
-- [FedBN: Federated Learning on non-IID Features via Local Batch Normalization](https://arxiv.org/abs/2102.07623):
-  - [Convergence Rate](https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/fedbn/convergence_rate)
 - [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)
 

baselines/README.md

@@ -1,14 +1,14 @@
 # Flower Baselines
 
 
-> We are changing the way we structure the Flower baselines. While we complete the transition to the new format, you can still find the existing baselines in the `flwr_baselines` directory. Currently, you can make use of baselines for [FedAvg](https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/fedavg_mnist), [FedProx](https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/fedprox_mnist), [FedOpt](https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/adaptive_federated_optimization), [FedBN](https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/fedbn/convergence_rate), and [LEAF-FEMNIST](https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/leaf/femnist). 
+> We are changing the way we structure the Flower baselines. While we complete the transition to the new format, you can still find the existing baselines in the `flwr_baselines` directory. Currently, you can make use of baselines for [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), and [LEAF-FEMNIST](https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/leaf/femnist). 
 
 > The documentation below has been updated to reflect the new way of using Flower baselines.
 
 
 ## Structure
 
-Each baseline in this directory is fully self-contained in terms of source code it its own directory. In addition, each baseline uses its very own Python environment as designed by the contributors of such baseline in order to replicate the experiments in the paper. Each baseline directory contains the following structure:
+Each baseline in this directory is fully self-contained in terms of source code in its own directory. In addition, each baseline uses its very own Python environment as designed by the contributors of such baseline in order to replicate the experiments in the paper. Each baseline directory contains the following structure:
 
 ```bash
 baselines/<baseline-name>/

baselines/doc/source/how-to-use-baselines.rst

@@ -3,7 +3,7 @@ Use Baselines
 
 .. warning::
   We are changing the way we structure the Flower baselines. While we complete the transition to the new format, you can still find the existing baselines and use them: `baselines (old) <https://github.com/adap/flower/tree/main/baselines/flwr_baselines>`_.
-  Currently, you can make use of baselines for `FedAvg <https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/fedavg_mnist>`_, `FedProx <https://github.com/adap/flower/tree/main/baselines/fedprox>`_, `FedOpt <https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/adaptive_federated_optimization>`_, `FedBN <https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/fedbn/convergence_rate>`_, and `LEAF-FEMNIST <https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/leaf/femnist>`_.
+  Currently, you can make use of baselines for `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>`_,  and `LEAF-FEMNIST <https://github.com/adap/flower/tree/main/baselines/flwr_baselines/flwr_baselines/publications/leaf/femnist>`_.
 
   The documentation below has been updated to reflect the new way of using Flower baselines.