On the geometry of geometric rank
Runshi Geng, J.M. Landsberg

TL;DR
This paper explores the geometric properties of tensor rank, providing classifications for tensors with specific geometric ranks and establishing relationships between geometric rank bounds and tensor rank.
Contribution
It offers a geometric perspective on tensor rank, classifies tensors with certain geometric ranks, and links geometric rank bounds to tensor rank lower bounds.
Findings
Classified tensors with degenerate geometric rank in C^3⊗C^3⊗C^3.
Classified tensors with geometric rank two.
Proved that upper bounds on geometric rank imply lower bounds on tensor rank.
Abstract
We make a geometric study of the Geometric Rank of tensors recently introduced by Kopparty et al. Results include classification of tensors with degenerate geometric rank in , classification of tensors with geometric rank two, and showing that upper bounds on geometric rank imply lower bounds on tensor rank.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
