AutoNumerics-Zero: Automated Discovery of State-of-the-Art Mathematical Functions

no code implementations • 13 Dec 2023 • Esteban Real, Yao Chen, Mirko Rossini, Connal de Souza, Manav Garg, Akhil Verghese, Moritz Firsching, Quoc V. Le, Ekin Dogus Cubuk, David H. Park

Computers calculate transcendental functions by approximating them through the composition of a few limited-precision instructions.

Intelligent Matrix Exponentiation

no code implementations • 10 Aug 2020 • Thomas Fischbacher, Iulia M. Comsa, Krzysztof Potempa, Moritz Firsching, Luca Versari, Jyrki Alakuijala

We present a novel machine learning architecture that uses the exponential of a single input-dependent matrix as its only nonlinearity.

BIG-bench Machine Learning

SO(8) Supergravity and the Magic of Machine Learning

no code implementations • 1 Jun 2019 • Iulia M. Comsa, Moritz Firsching, Thomas Fischbacher

Using de Wit-Nicolai $D=4\;\mathcal{N}=8\;SO(8)$ supergravity as an example, we show how modern Machine Learning software libraries such as Google's TensorFlow can be employed to greatly simplify the analysis of high-dimensional scalar sectors of some M-Theory compactifications.

BIG-bench Machine Learning