The Evolutionary Tangle: How to Measure Chaos? ✎ express

Original: "Proximity Measures for Classes of Phylogenetic Networks"
arXiv:2607.11325 · 2026-07-13 · arXiv non-exclusive · independent analysis · 1 min
To gauge evolutionary disorder, scientists count how many extra links must be broken or imaginary ancestors added to turn a tangled network into a tree.

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A family tree turns into a tangle when you factor in adopted children and remarriages. Evolution often resembles such a tangle: although the standard model draws a tidy tree of species, in reality genes travel not only through inheritance but also directly between unrelated organisms. The result is a messy network of interwoven lineages.

To measure how far a network is from a simple tree, scientists devised a yardstick: how many extra links must be severed or imaginary branches added to untangle the knot. They studied three approaches: one severs only 'wrong' links, another any links, and the third adds ancestors. It turned out that these yardsticks don't always agree: a network might look simple but require more fixes due to tricky knots.

The big surprise: sometimes it's easier to invent dozens of nonexistent species than to remove a single connection. And the search for the shortest path might take a computer billions of years. Understanding this complexity steers biologists away from fruitless calculations.

Horizontal gene transfer is like suddenly getting a gene from your neighbor that lets you digest milk better. In nature, this happens all the time, especially among microbes.

Scientists
Emmy NoetherWolfgang PauliEnrico FermiPaul DiracChien-Shiung WuEugene Wigner
Concepts
phylogenetic network climate network weight Graphs neural networks neural networks in spatial mapping random forest Large Language Models pattern recognition cosmic distance ladder ecosystem training data transformers bayesian hierarchical model brain connectivity Price equation evolution Wright–Fisher model network Teleconnection