6 citations · 6 across the 4 of their papers we have counts for
4 papers
Network Dynamics-Based Framework for Understanding Deep Neural Networks
Yuchen Lin, Yong Zhang, Sihan Feng +1
Advancements in artificial intelligence call for a deeper understanding of the fundamental mechanisms underlying deep learning. In this work, we propose a theoretical framework to…
How and what to learn:The modes of machine learning
Sihan Feng, Yong Zhang, Fuming Wang +1
Despite their great success, neural networks still remain as black-boxes due to the lack of interpretability. Here we propose a new analyzing method, namely the weight pathway anal…
The anti-Fermi-Pasta-Ulam-Tsingou problem in one-dimensional diatomic lattices
Sihan Feng, Weicheng Fu, Yong Zhang +1
We study the thermalization dynamics of one-dimensional diatomic lattices (which represents the simplest system possessing multi-branch phonons), exemplified by the famous Fermi-Pa…
Thermalization in asymmetric harmonic chains
Weicheng Fu, Sihan Feng, Yong Zhang +1
The symmetry of the interparticle interaction potential (IIP) plays a critical role in determining the thermodynamic and transport properties of solids. This study investigates the…