Paper Reading AI Learner

Higher Structures in Deep Learning

2026-08-31 23:22:30
Michael L. Roberts, Carlos Zapata Carratal\'a. Nicholas J. Cooper, Lijun Chen, Fran\c{c}ois G. Meyer, Danna Gurari

Abstract

We provide an expository introduction on the importance of higher-arity tensor operations to deep learning. Then, we conduct a novel empirical investigation of higher-arity phenomenon in trained neural networks, introduce a hypergraphical generalization of the multilayer perceptron, and explore connections to evolutionary algorithms. We conclude with a discussion of promising directions for future research.

Abstract (translated)

URL

https://arxiv.org/abs/2609.00472

PDF

https://arxiv.org/pdf/2609.00472.pdf


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