notesum.ai

Published at November 18

Lifted Model Construction without Normalisation: A Vectorised Approach to Exploit Symmetries in Factor Graphs

cs.AI

Released Date: November 18, 2024

Authors: Malte Luttermann¹, Ralf Möller², Marcel Gehrke²

Aff.: ¹German Research Center for Artificial Intelligence (DFKI), Lübeck; ²Institute for Humanities-Centered Artificial Intelligence, University of Hamburg

Arxiv: http://arxiv.org/abs/2411.11730v1

$A$	$B$	$\phi_{1}(A,B)$
true	true	$\color[rgb]{0.90234375,0.625,0}\definecolor[named]{pgfstrokecolor}{rgb}{% 0.90234375,0.625,0}\varphi_{1}$
true	false	$\color[rgb]{0.1796875,0.14453125,0.5234375}\definecolor[named]{pgfstrokecolor}% {rgb}{0.1796875,0.14453125,0.5234375}\varphi_{2}$
false	true	$\color[rgb]{0.66796875,0.265625,0.6015625}\definecolor[named]{pgfstrokecolor}{% rgb}{0.66796875,0.265625,0.6015625}\varphi_{3}$
false	false	$\color[rgb]{0,0.30078125,0.25}\definecolor[named]{pgfstrokecolor}{rgb}{% 0,0.30078125,0.25}\varphi_{4}$