Localization of Electrical Flows
Aaron Schild, Satish Rao, Nikhil Srivastava

TL;DR
This paper establishes that in any graph, the average electrical flow path length is polylogarithmic, leading to efficient routing schemes based on spectral properties of the transfer impedance matrix.
Contribution
It introduces a bound on the spectral norm of the transfer impedance matrix, enabling simple oblivious routing schemes in transitive graphs.
Findings
Average flow path length is O(log^2 n)
Spectral norm of transfer impedance matrix is O(log^2 n)
Oblivious routing scheme based on electrical flows is effective in transitive graphs
Abstract
We show that in any graph, the average length of a flow path in an electrical flow between the endpoints of a random edge is . This is a consequence of a more general result which shows that the spectral norm of the entrywise absolute value of the transfer impedance matrix of a graph is . This result implies a simple oblivious routing scheme based on electrical flows in the case of transitive graphs.
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.
