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cs.LG2024
Exploring how deep learning decodes anomalous diffusion via Grad-CAM
Jaeyong Bae, Yongjoo Baek, Hawoong Jeong
While deep learning has been successfully applied to the data-driven classification of anomalous diffusion mechanisms, how the algorithm achieves the feat still remains a mystery.…
stat.ML2024
Gaussian Universality in Neural Network Dynamics with Generalized Structured Input Distributions
Jaeyong Bae, Hawoong Jeong
Analyzing neural network dynamics via stochastic gradient descent (SGD) is crucial to building theoretical foundations for deep learning. Previous work has analyzed structured inpu…