43 citations · 45 across the 3 of their papers we have counts for
3 papers
q-bio.NC2023★ 43 cited
Theoretical foundations of studying criticality in the brain
Yang Tian, Zeren Tan, Hedong Hou +6
Criticality is hypothesized as a physical mechanism underlying efficient transitions between cortical states and remarkable information processing capacities in the brain. While co…
cond-mat.stat-mech2023★ 1 cited
Simplex path integral and simplex renormalization group for high-order interactions
Aohua Cheng, Yunhui Xu, Pei Sun +1
Modern theories of phase transitions and scale-invariance are rooted in path integral formulation and renormalization group (RG). Despite the applicability of these approaches on s…
cs.LG2022★ 1 cited
Statistical Physics of Deep Neural Networks: Initialization toward Optimal Channels
Kangyu Weng, Aohua Cheng, Ziyang Zhang +2
In deep learning, neural networks serve as noisy channels between input data and its representation. This perspective naturally relates deep learning with the pursuit of constructi…