18 citations · 18 across the 3 of their papers we have counts for
3 papers
cs.LG2020
Equivalence in Deep Neural Networks via Conjugate Matrix Ensembles
Mehmet Süzen
A numerical approach is developed for detecting the equivalence of deep learning architectures. The method is based on generating Mixed Matrix Ensembles (MMEs) out of deep neural n…
cs.LG2019★ 18 cited
HARK Side of Deep Learning -- From Grad Student Descent to Automated Machine Learning
Oguzhan Gencoglu, Mark van Gils, Esin Guldogan +5
Recent advancements in machine learning research, i.e., deep learning, introduced methods that excel conventional algorithms as well as humans in several complex tasks, ranging fro…
cond-mat.stat-mech2009
Scaling of Ergodicity in Binary Systems
M. Süzen
Given pseudo-random binary sequence of length , assuming it consists of sub-sequences of length . We estimate how scales with growing to obtain a {\it limiting} e…