Skip to content
#edge computing Open access

The Ladder of Theory A: Dynamics of Theory Hierarchies—Operational Boundaries and Structural Transitions

Sep 2026 · Zenodo (CERN European Organization for Nuclear Research)

Abstract

The evolution of scientific theories exhibits a pronounced hierarchical character,with each level providing effective predictions within specific operational boundaries, and undergoing structural transitions at these boundaries. Based on empirical patterns from the history of science and hard constraints from formal systems,this paper establishes a “structural network” model that abstracts a theory as anetwork structure with assumption nodes, logical dependency edges, and evidenceweights, and provides a systematic construction protocol for mapping theoreticaltexts to formal networks. The study shows that transitions between theoreticallevels are not smooth accumulations but are driven by four types of topologicalreconstruction mechanisms: coarse-grained embedding, hypothesis-space bifurcation, cross-domain bridging, and theory freezing. Level transitions are subject toa triple constraint of observational resolution, quantum uncertainty, and computational complexity, and empirically satisfy a structural information conservationcondition, namely that the network complexity of the new theory is not less thanthat of the old theory minus the reconstruction cost. This paper further proposesa three-dimensional assessment vector for operational completeness, transformingtheory choice from single‑metric optimisation into a cognitive‑economic decisionon the Pareto frontier, and uses spectral features to accelerate the screening. Theframework provides a computable formal description tool for phenomena such asscientific revolutions, theory deadlocks, and cross‑domain unification, and givestestable predictions through the Standard Model, the string landscape, and historical transition cases.

View source

Similar papers

#computer vision Review Sep 2017

Agile Software Development Methods: Review and Analysis

This publication proposes a definition and a classification of agile software development approaches and analyses ten software development methods that can be characterized as being "agile" against the defined criterion.

P. Abrahamsson, O. Salo, Jussi Ronkainen et al. · 727 citations · ⚡54
#computer vision Jun 2008

The impact of agile practices on communication in software development

The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.

M. Pikkarainen, Jukka Haikara, O. Salo et al. · 401 citations · ⚡48
#machine learning Review Open access Oct 2014

Software development in startup companies: A systematic mapping study

The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.

Nicolò Paternoster, Carmine Giardino, M. Unterkalmsteiner et al. · 394 citations · ⚡54

Related blog posts

Microsoft Research Blog Oct 29, 2026

Microsoft Research Focus – Edition #97

Host Sowbhagya Suresh shares some of the latest news and cutting-edge research from across Microsoft—from understanding the challenges facing coding agents to uncovering how people use AI at work and improving extended-range weather forecasting. The post Microsoft Research Focus – Edition #97 appeared first on Microsoft Research.

MIT News · Artificial Intelligence Oct 28, 2026

Making machines that can listen

Professor Paris Smaragdis develops computers with superhuman hearing for applications like speech recognition, music understanding, and environmental monitoring.

Microsoft Research Blog Oct 21, 2026

Solving a 31-year-old grand challenge in mathematics – the KLS conjecture

For decades, a fundamental question about the difficulty of computing in high-dimensional spaces has resisted proof. New research resolves this question, removing a major theoretical obstacle to understanding the efficiency of randomized algorithms used across science and computing. The Kannan–Lovász–Simonovits (KLS) conjecture was proposed in 1995. It asks whether, for a broad class of high-dimensional […] The post Solving a 31-year-old grand challenge in mathematics – the KLS conjecture appear…

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.