We address the issue of whether the golden mean ψ = ( √ 5 + 1)/2 ≃ 1.618 universality class, as predicted by several theoretical models, can be observed in the dynamical scaling of thermal transport. Remarkably, we show estimate with unprecedented precision, that ψ appears to be the scaling exponent of heat mode correlation in a purely quartic anharmonic chain. This observation seems somewhat deviation from the previous expectation and we explain it by the unusual slow decay of the cross-correlation between heat and sound modes. Whenever the cubic anharmonicity is included, this cross-correlation is gradually died out and another universality class with scaling exponent γ = 5/3, as commonly predicted by theories, seems recovered. However, this recovery is accompanied by two interesting phase transition processes characterized by a change of symmetry of the potential and a clear variation of the dynamic structure factor, respectively. Due to these transitions, an additional exponent close to γ ≃ 1.580 emerges. All these evidences suggest that, to gain a full prediction of the scaling of thermal transport, more ingredients should be taken into account.Introduction.-Despite decades of intensive studies , our understanding of thermal transport in onedimensional (1D) systems is still scarce. Macroscopically, such transport is described by an empirical law, i.e., the Fourier's law: J = −κ∇T with J the heat current, ∇T the spatial temperature gradient, and κ a material constant named as thermal conductivity. Nevertheless, now it has been generally realized that Fourier's law is not always valid; instead, an anomalous transport will be shown in most cases [1][2][3]. In particular, in the momentum-conserving systems which are of particular interest, this anomaly is mainly characterized by [27]: α describing the divergence of κ with increasing space size L as κ ∼ L α with 0 < α ≤ 1 (normal transport, α = 0) [6, 8-11, 13-15, 17-19, 24, 26], and γ giving the space(m)-time(t) scaling of energy/heat correlation ρ E/Q (m, t) by t