70 citations · 82 across the 5 of their papers we have counts for
5 papers
Metriplector: From Field Theory to Neural Architecture
Dan Oprisa, Peter Toth
We present Metriplector, a neural architecture primitive in which the input configures an abstract physical system -- fields, sources, and operators -- and the dynamics of that sys…
Criticality & Deep Learning II: Momentum Renormalisation Group
Dan Oprisa, Peter Toth
Guided by critical systems found in nature we develop a novel mechanism consisting of inhomogeneous polynomial regularisation via which we can induce scale invariance in deep learn…
Criticality & Deep Learning I: Generally Weighted Nets
Dan Oprisa, Peter Toth
Motivated by the idea that criticality and universality of phase transitions might play a crucial role in achieving and sustaining learning and intelligent behaviour in biological…
Six Gluon Open Superstring Disk Amplitude, Multiple Hypergeometric Series and Euler-Zagier Sums
D. Oprisa, S. Stieberger
The six gluon disk amplitude is calculated in superstring theory. This amplitude probes the gauge interactions with six external legs on Dp-branes, in particular including e.g. F^6…
Towards the deconstruction of M-theory
Ingo Kirsch, Dan Oprisa
We argue that there is an equivalence of M-theory on T^3 \times A_{N-1} with a four-dimensional non-supersymmetric quiver gauge theory on the Higgs branch. The quiver theory in que…