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20242026
most citedDynamic neuron approach to deep neural networks: Decoupling neurons for renormalization group analysis

1 citations · 1 across the 6 of their papers we have counts for

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cs.LG2026

GlueNN: gluing patchwise analytic solutions with neural networks

Doyoung Kim, Donghee Lee, Hye-Sung Lee +2

In the analysis of complex physical systems, the objective often extends beyond merely computing a numerical solution to capturing the precise crossover between different regimes a…

cs.LG2025

Bulk-boundary decomposition of neural networks

Donghee Lee, Hye-Sung Lee, Jaeok Yi

We present the bulk--boundary decomposition as a new framework for understanding the training dynamics of deep neural networks. Starting from the stochastic gradient descent formul…