Abstract
The asymptotic restriction problem for tensors s and t is to find the smallest β ≥ 0 such that the nth tensor power of t can be obtained from the (β n+o(n))th tensor power of s by applying linear maps to the tensor legs — this is called restriction — when n goes to infinity. Applications include computing the arithmetic complexity of matrix multiplication in algebraic complexity theory, deciding the feasibility of an asymptotic transformation between pure quantum states via stochastic local operations and classical communication in quantum information theory, bounding the query complexity of certain properties in algebraic property testing, and bounding the size of combinatorial structures like tri-colored sum-free sets in additive combinatorics.
Naturally, the asymptotic restriction problem asks for obstructions (think of lower bounds in computational complexity) and constructions (think of fast matrix multiplication algorithms). Strassen showed that for obstructions it is sufficient to consider maps from k-tensors to nonnegative reals, that are monotone under restriction, normalised on diagonal tensors, additive under direct sum and multiplicative under tensor product, named spectral points (SFCS 1986 and J. Reine Angew. Math. 1988). Strassen introduced the support functionals, which are spectral points for oblique tensors, a strict subfamily of all tensors (J. Reine Angew. Math. 1991). On the construction side, an important work is the Coppersmith-Winograd method for tight tensors and tight sets.
We present the first nontrivial spectral points for the family of all complex tensors, named quantum functionals. Finding such universal spectral points has been an open problem for thirty years. We use techniques from quantum information theory, invariant theory and moment polytopes. We present comparisons among the support functionals and our quantum functionals, and compute generic values. We relate the functionals to instability from geometric invariant theory, in the spirit of Blasiak et al. (Discrete Anal. 2017). We prove that the quantum functionals are asymptotic upper bounds on slice-rank and multi-slice rank, extending a result of Tao and Sawin.
Furthermore, we make progress on the construction side of the combinatorial version of the asymptotic restriction problem by extending the Coppersmith–Winograd method via combinatorial degeneration. The regular method constructs large free diagonals in powers of any tight set. Our extended version works for any set that has a combinatorial degeneration to a tight set. This generalizes a result of Kleinberg, Sawin and Speyer. As an application we reprove in hindsight recent results on tri-colored sum-free sets by reducing this problem to a result of Strassen on reduced polynomial multiplication.
Proofs are in the full version of this paper, available at https://arxiv.org/abs/1709.07851
Naturally, the asymptotic restriction problem asks for obstructions (think of lower bounds in computational complexity) and constructions (think of fast matrix multiplication algorithms). Strassen showed that for obstructions it is sufficient to consider maps from k-tensors to nonnegative reals, that are monotone under restriction, normalised on diagonal tensors, additive under direct sum and multiplicative under tensor product, named spectral points (SFCS 1986 and J. Reine Angew. Math. 1988). Strassen introduced the support functionals, which are spectral points for oblique tensors, a strict subfamily of all tensors (J. Reine Angew. Math. 1991). On the construction side, an important work is the Coppersmith-Winograd method for tight tensors and tight sets.
We present the first nontrivial spectral points for the family of all complex tensors, named quantum functionals. Finding such universal spectral points has been an open problem for thirty years. We use techniques from quantum information theory, invariant theory and moment polytopes. We present comparisons among the support functionals and our quantum functionals, and compute generic values. We relate the functionals to instability from geometric invariant theory, in the spirit of Blasiak et al. (Discrete Anal. 2017). We prove that the quantum functionals are asymptotic upper bounds on slice-rank and multi-slice rank, extending a result of Tao and Sawin.
Furthermore, we make progress on the construction side of the combinatorial version of the asymptotic restriction problem by extending the Coppersmith–Winograd method via combinatorial degeneration. The regular method constructs large free diagonals in powers of any tight set. Our extended version works for any set that has a combinatorial degeneration to a tight set. This generalizes a result of Kleinberg, Sawin and Speyer. As an application we reprove in hindsight recent results on tri-colored sum-free sets by reducing this problem to a result of Strassen on reduced polynomial multiplication.
Proofs are in the full version of this paper, available at https://arxiv.org/abs/1709.07851
| Originalsprog | Engelsk |
|---|---|
| Titel | STOC 2018 - Proceedings of the 50th Annual ACM SIGACT Symposium on Theory of Computing |
| Redaktører | Monika Henzinger, David Kempe, Ilias Diakonikolas |
| Forlag | Association for Computing Machinery |
| Publikationsdato | 2018 |
| Sider | 289-296 |
| ISBN (Elektronisk) | 9781450355599 |
| DOI | |
| Status | Udgivet - 2018 |
| Begivenhed | 50th Annual ACM Symposium on Theory of Computing, STOC 2018 - Los Angeles, USA Varighed: 25 jun. 2018 → 29 jun. 2018 |
Konference
| Konference | 50th Annual ACM Symposium on Theory of Computing, STOC 2018 |
|---|---|
| Land/Område | USA |
| By | Los Angeles |
| Periode | 25/06/2018 → 29/06/2018 |
| Sponsor | ACM Special Interest Group on Algorithms and Computation Theory (SIGACT) |