Surface optimization governs the local design of physical networks

The brain's connectome<sup>1-3</sup> and the vascular system<sup>4</sup> are examples of physical networks whose tangible nature influences their structure, layout and, ultimately, their function. The material resources required to build and maintain these networks have inspired decades of research into wiring economy, offering testable predictions about their expected architecture and organization. Here we empirically explore the local branching geometry of a wide range of physical networks, uncovering systematic violations of the long-standing predictions of wiring minimization. This leads to the hypothesis that predicting the true material cost of physical networks requires us to account for their full three-dimensional geometry, resulting in a largely intractable optimization problem. We discover, however, an exact mapping of surface minimization onto high-dimensional Feynman diagrams in string theory<sup>5-7</sup>, predicting that, with increasing link thickness, a locally tree-like network undergoes a transition into configurations that can no longer be explained by length minimization. Specifically, surface minimization predicts the emergence of trifurcations and branching angles in excellent agreement with the local tree organization of physical networks across a wide range of application domains. Finally, we predict the existence of stable orthogonal sprouts, which are not only prevalent in real networks but also play a key functional role, improving synapse formation in the brain and nutrient access in plants and fungi.

Authors

Institutions

Publication Details

Journal
Nature
Published
2026-01-07
DOI
https://doi.org/10.1038/s41586-025-09784-4
Citations
1
Primary Topic
Slime Mold and Myxomycetes Research
Type
article
Field-Weighted Citation Impact
21.28

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Surface optimization governs the local design of physical networks

Baruch Barzel, Albert-Ĺaszló Barabási, Csaba Both, Benjamin Piazza et al.
1 citations
Nature
Slime Mold and Myxomycetes Research
21.28
article

Surface optimization governs the local design of physical networks

Baruch Barzel, Albert-Ĺaszló Barabási, Csaba Both, Benjamin Piazza, Xiangyi Meng
article en
1 citations

Abstract

The brain's connectome<sup>1-3</sup> and the vascular system<sup>4</sup> are examples of physical networks whose tangible nature influences their structure, layout and, ultimately, their function. The material resources required to build and maintain these networks have inspired decades of research into wiring economy, offering testable predictions about their expected architecture and organization. Here we empirically explore the local branching geometry of a wide range of physical networks, uncovering systematic violations of the long-standing predictions of wiring minimization. This leads to the hypothesis that predicting the true material cost of physical networks requires us to account for their full three-dimensional geometry, resulting in a largely intractable optimization problem. We discover, however, an exact mapping of surface minimization onto high-dimensional Feynman diagrams in string theory<sup>5-7</sup>, predicting that, with increasing link thickness, a locally tree-like network undergoes a transition into configurations that can no longer be explained by length minimization. Specifically, surface minimization predicts the emergence of trifurcations and branching angles in excellent agreement with the local tree organization of physical networks across a wide range of application domains. Finally, we predict the existence of stable orthogonal sprouts, which are not only prevalent in real networks but also play a key functional role, improving synapse formation in the brain and nutrient access in plants and fungi.

NatureVol. 649(8096)
Northwestern University (US), Brigham and Women's Hospital (US), Northeastern University (US), Bar-Ilan University (IL), Rensselaer Polytechnic Institute (US), Central European University (AT), University of Chicago (US)
National Science Foundation, European Commission, National Natural Science Foundation of China, Israel Science Foundation
Openalex Percentile: Top 3%
Slime Mold and Myxomycetes Research
21.28
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.