activity
20092026
most citedKAN: Kolmogorov-Arnold Networks

533 citations · 1.7k across the 63 of their papers we have counts for

collaborators
Showing 2024Show all

9 papers · 1 filter

cs.LG2024

Data for Mathematical Copilots: Better Ways of Presenting Proofs for Machine Learning

Simon Frieder, Jonas Bayer, Sam Looi +13

The datasets and benchmarks commonly used to train and evaluate the mathematical capabilities of AI-based mathematical copilots (primarily large language models) exhibit several sh…

hep-th2024★ 1 cited

A Twist on Heterotic Little String Duality

Hamza Ahmed, Paul-Konstantin Oehlmann, Fabian Ruehle

In this work, we significantly expand the web of T-dualities among heterotic NS5-brane theories with eight supercharges. This is achieved by introducing twists involving outer auto…

hep-th2024★ 1 cited

Attractors, Geodesics, and the Geometry of Moduli Spaces

Fabian Ruehle, Benjamin Sung

We connect recent conjectures and observations pertaining to geodesics, attractor flows, Laplacian eigenvalues and the geometry of moduli spaces by using that attractor flows are g…

hep-th2024

A Heterotic Kähler Gravity and the Distance Conjecture

Javier José Murgas Ibarra, Paul-Konstantin Oehlmann, Fabian Ruehle +1

Deformations of the heterotic superpotential give rise to a topological holomorphic theory with similarities to both Kodaira-Spencer gravity and holomorphic Chern-Simons theory. Al…

hep-th2024★ 1 cited

Bounds and Dualities of Type II Little String Theories

Florent Baume, Paul-Konstantin Oehlmann, Fabian Ruehle

We explore the symmetry structure of Type II Little String Theories and their T-dualities. We construct these theories both from the bottom-up perspective starting with seed Superc…

hep-th2024★ 1 cited

The Frozen Phase of Heterotic F-theory Duality

Paul-Konstantin Oehlmann, Fabian Ruehle, Benjamin Sung

We study the duality between the Spin heterotic string without vector structure and F-theory with frozen singularities. We give a complete description in theorie…

cs.LG2024★ 533 cited

KAN: Kolmogorov-Arnold Networks

Ziming Liu, Yixuan Wang, Sachin Vaidya +5

Inspired by the Kolmogorov-Arnold representation theorem, we propose Kolmogorov-Arnold Networks (KANs) as promising alternatives to Multi-Layer Perceptrons (MLPs). While MLPs have…

hep-th2024

On classical de Sitter solutions and parametric control

David Andriot, Fabian Ruehle

Finding string backgrounds with de Sitter spacetime, where all approximations and corrections are controlled, is an open problem. We revisit the search for de Sitter solutions in t…

hep-th2024

Rigor with Machine Learning from Field Theory to the Poincaré Conjecture

Sergei Gukov, James Halverson, Fabian Ruehle

Machine learning techniques are increasingly powerful, leading to many breakthroughs in the natural sciences, but they are often stochastic, error-prone, and blackbox. How, then, s…