Tensor ring decomposition employs a powerful technique for decomposing high-order tensors. It expresses a tensor as a product of smaller matrices, effectively representing its complexity. This factorization allows

Tensor rings provide a novel and powerful framework for efficient representation learning. By decomposing high-order tensors into a sum of lower-rank tensors, tensor ring models model complex data structures in a more sparse manner. This reduction of dimensionality leads to significant improvemen