Evidence map›Paper›PMID 42559647›Full record

ArticleIEEE control systems letters2026

Analysis of Bifurcation-Induced Indecisive Limit Cycles in Hybrid Opinion Dynamics with Social Attention-Controlled Consensus.

Rajul Kumar, Ningshi Yao

Abstract read
In one paragraph

Article in IEEE control systems letters, 2026. 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

2 authors.

Rajul KumarDepartment of Electrical and Computer Engineering, George Mason University, Fairfax, VA, USA.
Ningshi YaoDepartment of Electrical and Computer Engineering, George Mason University, Fairfax, VA, USA.

Funding

Study Coordinated Human Eye Movement and Strabismus using a Novel Artificial Muscle-Driven Robotic EyesR01EB038710 · NIBIB · GEORGE MASON UNIVERSITY · PI Ningshi Yao · 2025 to 2026
$587k
NIBIB NIH HHS R01 EB038710
6 · The paper itself

Abstract

Shared beliefs in social interactions evolve through opinion exchanges governed by hybrid time scales and heterogeneous update rules. In this letter, we rigorously analyze hybrid opinion dynamics (HOD) of an interacting continuous-discrete dyad. By characterizing the HOD via a stroboscopic map, we analytically establish that high reactivity triggers a local flip bifurcation that destabilizes consensus. Following this loss of stability, the opinion trajectories enter a saturated plateau-switching regime and converge to a stable indecisive limit cycle representing a persistent cyclic deadlock. Leveraging Floquet theory and a Lyapunov-based cycle-to-cycle contraction, we prove the asymptotic stability of these oscillations. Finally, we propose a social-attention-based control law that guarantees a transition from cyclic deadlock to consensus.

Indexed as

BifurcationConsensusHybrid SystemsLimit CyclesOpinion Dynamics

Identifiers

PMID42559647
PMCPMC13441232

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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.