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@@ -6,10 +6,11 @@ reproducing: "Ensemble everything everywhere: Multi-scale aggregation for advers
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  source code and usage examples: https://github.com/ETH-DISCO/self-ensembling
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  hyperparameters:
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  ```
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- - architecture = based on Torchvision's Resnet152 default implementation
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  - criterion = torch.nn.CrossEntropyLoss()
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  - optimizer = torch.optim.AdamW
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  - scaler = GradScaler
 
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  source code and usage examples: https://github.com/ETH-DISCO/self-ensembling
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+ architecture based on Torchvision's Resnet152 default implementation
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+
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  hyperparameters:
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  ```
 
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  - criterion = torch.nn.CrossEntropyLoss()
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  - optimizer = torch.optim.AdamW
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  - scaler = GradScaler