EKAN: Equivariant Kolmogorov-Arnold Networks

L Hu, Y Wang, Z Lin - arXiv preprint arXiv:2410.00435, 2024 - arxiv.org
Kolmogorov-Arnold Networks (KANs) have seen great success in scientific domains thanks
to spline activation functions, becoming an alternative to Multi-Layer Perceptrons (MLPs) …

Symmetry Discovery for Different Data Types

L Hu, Y Li, Z Lin - arXiv preprint arXiv:2410.09841, 2024 - arxiv.org
Equivariant neural networks incorporate symmetries into their architecture, achieving higher
generalization performance. However, constructing equivariant neural networks typically …