<ul><li>A new perspective on overfitting detection in deep neural networks (DNNs) has been introduced.</li><li>The Overfitting-Underfitting Indicator (OUI) is a tool for monitoring DNN training dynamics and selecting optimal regularization hyperparameters.</li><li>OUI helps in identifying whether a model is overfitting or underfitting without requiring validation data.</li><li>Experiments show that maintaining OUI within a specific interval leads to improved generalization and validation scores.</li></ul>

OUI Need to Talk About Weight Decay: A New Perspective on Overfitting Detection

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