mlsanityData to 14 Oct 2026

Way More Than the Sum of Their Parts: From Statistical to Structural Mixtures

arXiv 2507.07343 ↗First posted 10 Jul 2025cond-mat.stat-mech cs.LG math.DScited by 0

Not on the map. Why?

Abstract (arXiv)

We show that mixtures comprised of multicomponent systems typically are much more structurally complex than the sum of their parts; sometimes, infinitely more complex. We contrast this with the more familiar notion of statistical mixtures, demonstrating how statistical mixtures miss key aspects of emergent hierarchical organization. This leads us to identify a new kind of structural complexity inherent in multicomponent systems and to draw out broad consequences for system ergodicity.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 2 of its 55 references that are in the map. First posted on arXiv 10 Jul 2025.

Builds on

2 of 55 references.

References · 2

  1. 2021Topology, Convergence, and Reconstruction of Predictive Statescited by 5
  2. 2015Signatures of Infinity: Nonergodicity and Resource Scaling in Prediction, Complexity, and Learningcited by 3

Built on by

Not cited yet.