TY - JOUR
T1 - Synergistic coevolution of opinion formation and message diffusion
T2 - Critical phenomena induced by relative timescales
AU - Liu, Yiwen
AU - Liu, Ying
AU - Jin, Zhen
AU - Kirillin, Mikhail
AU - Tang, Ming
AU - Zhang, Yi Cheng
N1 - Publisher Copyright:
© 2026 Elsevier Ltd.
PY - 2026/7
Y1 - 2026/7
N2 - In the real world, public opinion is inevitably shaped by various forms of message diffusion, and vice versa. However, these two dynamics operate with different timescales and the effect of relative timescale in the coevolution dynamics has not been explored. Here, we propose a coupled noisy threshold voter–UAU model that incorporates an adjustable relative timescale between message diffusion and binary decision-making. We find that the system undergoes a first-order phase transition with respect to the message transmission rate, accompanied by hysteresis and bistability, once the relative timescale exceeds its critical value. Although the system exhibits marked non-monotonic and discontinuous changes with the relative timescale in different situations, there are common features: the prevalence of positive opinion exhibits a slight decline as the relative timescale increases within the low positive opinion phase, whereas it shows an upward trend in the high positive opinion phase. Consequently, the forward critical message transmission rate increases with the relative timescale, while the backward one decreases. Notably, the model illustrates how a minority opinion can abruptly overturn the majority once a critical tipping point is crossed. This study advances our understanding of the role of relative timescale in synergistically coupled dynamics and provides potential strategies for public opinion stabilization.
AB - In the real world, public opinion is inevitably shaped by various forms of message diffusion, and vice versa. However, these two dynamics operate with different timescales and the effect of relative timescale in the coevolution dynamics has not been explored. Here, we propose a coupled noisy threshold voter–UAU model that incorporates an adjustable relative timescale between message diffusion and binary decision-making. We find that the system undergoes a first-order phase transition with respect to the message transmission rate, accompanied by hysteresis and bistability, once the relative timescale exceeds its critical value. Although the system exhibits marked non-monotonic and discontinuous changes with the relative timescale in different situations, there are common features: the prevalence of positive opinion exhibits a slight decline as the relative timescale increases within the low positive opinion phase, whereas it shows an upward trend in the high positive opinion phase. Consequently, the forward critical message transmission rate increases with the relative timescale, while the backward one decreases. Notably, the model illustrates how a minority opinion can abruptly overturn the majority once a critical tipping point is crossed. This study advances our understanding of the role of relative timescale in synergistically coupled dynamics and provides potential strategies for public opinion stabilization.
KW - Coevolution dynamics
KW - Multiplex network
KW - Opinion-message coupled system
KW - Relative timescale
KW - Tipping point
UR - https://www.scopus.com/pages/publications/105031233079
U2 - 10.1016/j.chaos.2026.118074
DO - 10.1016/j.chaos.2026.118074
M3 - 文章
AN - SCOPUS:105031233079
SN - 0960-0779
VL - 208
JO - Chaos, Solitons and Fractals
JF - Chaos, Solitons and Fractals
M1 - 118074
ER -