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Exact parameters for reproducing figures

Thank you for the code and a very interesting paper. You have provided sample commands in the README.

python run_expt.py -s confounder -d CelebA -t Blond_Hair -c Male --lr 0.01 --batch_size 128 --weight_decay 0.0001 --model resnet10vw --n_epochs 50 --reweight_groups --train_from_scratch --resnet_width 32

However, I am unsure about which parameters you used to produce the figures (particularly, Fig. 3 - Fig. 7). Can you please include the exact configurations to reproduce those figures? A complete bash script that you guys used would be great. Thanks once again for the amazing work.

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