2 papers
cs.LG2024
A phase transition in sampling from Restricted Boltzmann Machines
Youngwoo Kwon, Qian Qin, Guanyang Wang +1
Restricted Boltzmann Machines are a class of undirected graphical models that play a key role in deep learning and unsupervised learning. In this study, we prove a phase transition…
math.PR2024
Putting all eggs in one basket: some insights from a correlation inequality
Pradeep Dubey, Siddhartha Sahi, Guanyang Wang
We give examples of situations -- stochastic production, military tactics, corporate merger -- where it is beneficial to concentrate risk rather than to diversify it, that is, to p…