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About this paper
Aakash Sarkar, Ananya Mukherjee, Motoshige Sato
The authors derive how frame symmetry constrains relational composition: in the pure-gauge sector, invariant interaction requires cycles, and triangle scores depend on loop holonomy. Their no-training, four-round holonomy-attention method composes candidate relations and weights them by cycle consistency. On noisy, sparse S4 graphs, it reached 0.886 accuracy, below spectral synchronization with reweighting; this controlled test does not establish general superiority.
Summary by alphaXiv.
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