Tensor ring decomposition proposes a novel approach for optimally representing high-dimensional data. This decomposition technique exploits the intrinsic structure of tensors, permitting the representation of large datasets with remarkably reduced memory footprint. Utilizing this {decomposition|, it becomes achievable to execute complex tensor comp

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