Volume Hypothesis

Volume Hypothesis Explained: Larger Datasets Diminish Gradient Learning Advantage

Researchers have revisited the "volume hypothesis" to explain why deep neural networks with excess parameters generalize well. This hypothesis suggests that larger regions of weight space within low training-loss areas …