Evidence map›Paper›PMID 41008015›Full record

ArticleEntropy (Basel, Switzerland)2025

Effects of Hyperedge Overlap and Internal Structure on Hypernetwork Synchronization Dynamics.

Hong-Yu Chen, Xiu-Juan Ma, Fu-Xiang Ma, Hai-Bing Xiao

Abstract read
In one paragraph

Article in Entropy (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Hong-Yu ChenSchool of Computer, Qinghai Normal University, Xining 810008, China.ORCID 0009-0000-6665-3061
Xiu-Juan MaSchool of Computer, Qinghai Normal University, Xining 810008, China.ORCID 0000-0001-9383-1070
Fu-Xiang MaSchool of Computer, Qinghai Normal University, Xining 810008, China.ORCID 0000-0002-0246-2319
Hai-Bing XiaoSchool of Computer, Qinghai Normal University, Xining 810008, China.ORCID 0009-0002-9245-5688

Funding

National Natural Science Foundation of China 62466049Science and Technology Plan of Qinghai Province 2025-ZJ-720
6 · The paper itself

Abstract

The internal structure of hyperedges has become central to understanding collective dynamics in hypernetworks. This study investigates the impact of hyperedge overlap on network synchronization when hyperedge structures are explicitly considered. We propose a modified hyper-adjacency matrix that captures the internal organization of the hyperedges while preserving the higher-order properties. Using this framework, we examine how non-complete connections within hyperedges influence synchronization as the overlap increases. Our findings reveal clear differences from fully connected hyperedge models. Furthermore, spectral graph theory and numerical simulations confirm that the structural variations induced by overlaps significantly regulate global synchronization. This work extends the theoretical framework of hypernetwork synchronization and highlights the critical role of hyperedge overlaps in shaping the internal hyperedge structure.

Indexed as

hyperedge internal structurehyperedge overlaphypernetworkprojected graphsynchronization

Identifiers

PMID41008015
PMCPMC12468066

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.