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On the Dimension-Free Concentration of Simple Tensors via Matrix Deviation

Probability 2025-10-23 v3

Abstract

We provide a simpler proof of a sharp concentration inequality for subgaussian simple tensors obtained recently by Al-Ghattas, Chen and Sanz-Alonso. Our approach uses a matrix deviation inequality for p\ell^p norms and a basic chaining argument.

Keywords

Cite

@article{arxiv.2506.09333,
  title  = {On the Dimension-Free Concentration of Simple Tensors via Matrix Deviation},
  author = {Pedro Abdalla and Roman Vershynin},
  journal= {arXiv preprint arXiv:2506.09333},
  year   = {2025}
}