3 citations · 5 across the 3 of their papers we have counts for
3 papers
The Real Tropical Geometry of Neural Networks
Marie-Charlotte Brandenburg, Georg Loho, Guido Montúfar
We consider a binary classifier defined as the sign of a tropical rational function, that is, as the difference of two convex piecewise linear functions. The parameter space of ReL…
The Worst-Case Complexity of Symmetric Strategy Improvement
Tom van Dijk, Georg Loho, Matthew Maat
Symmetric strategy improvement is an algorithm introduced by Schewe et al. (ICALP 2015) that can be used to solve two-player games on directed graphs such as parity games and mean…
Lower Bounds on the Depth of Integral ReLU Neural Networks via Lattice Polytopes
Christian Haase, Christoph Hertrich, Georg Loho
We prove that the set of functions representable by ReLU neural networks with integer weights strictly increases with the network depth while allowing arbitrary width. More precise…