EFFICIENT REPRESENTATION LEARNING WITH TENSOR RINGS

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