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Intrinsic constraint on TcT_{c} for unconventional superconductivity

Qiong Qin Beijing National Laboratory for Condensed Matter Physics and Institute of Physics, Chinese Academy of Sciences, Beijing 100190, China University of Chinese Academy of Sciences, Beijing 100049, China    Yi-feng Yang [email protected] Beijing National Laboratory for Condensed Matter Physics and Institute of Physics, Chinese Academy of Sciences, Beijing 100190, China University of Chinese Academy of Sciences, Beijing 100049, China Songshan Lake Materials Laboratory, Dongguan, Guangdong 523808, China
Abstract

Can room temperature superconductivity be achieved in correlated materials under ambient pressure? Our answer to this billion-dollar question is probably no, at least for realistic models within the current theoretical framework. This is shown by our systematic simulations on the pairing instability of some effective models for two-dimensional superconductivity. For a square lattice model with nearest-neighbour pairing, we find a plaquette state formed of weakly-connected 2×22\times 2 blocks for sufficiently large pairing interaction. The superconductivity is suppressed on both sides away from its melting quantum critical point. Thus, the plaquette state constrains the magnitude of TcT_{c} for large pairing interactions and may be viewed as a strong-coupling parent state of dd-wave superconductivity, in resemblance of other competing orders. We then extend our simulations to a variety of effective models covering nearest-neighbour or onsite pairings, single layer or two-layer structures, intralayer or interlayer pairings, and find an intrinsic maximum of the ratio Tc/J0.040.07T_{c}/J\approx 0.04-0.07, where JJ is the onsite or nearest-neighbour pairing interaction. Comparison with existing experiments supports this constraint in cuprate, iron-based, nickelate, and heavy fermion superconductors, despite that these compounds are so complicated well beyond our simplified models. As a result, the known families of unconventional superconductivity, possibly except the infinite-layer nickelates, seem to almost exhaust their potentials in reaching the maximal TcT_{c} allowed by their spin exchange interaction, while achieving room temperature superconductor would require a much larger JJ beyond 400-700 meV, which seems unrealistic and hence demands novel pairing mechanisms.

Despite the century-long pursuit of high-temperature superconductors, the possible existence of a theoretical upper limit to their transition temperature (TcT_{c}) under ambient pressure remains unsettled 1; 2; 3; 4; 5. Both mean-field and weak-coupling Eliashberg theories 6 predict an artificial TcT_{c} that grows continuously with increasing pairing interaction, while experiments often find superconducting domes with maximum TcT_{c} near the phase boundaries of some long- or short-range orders associated with spin, charge, orbital, or structural degrees of freedom 7; 8; 9; 10; 11; 12; 13; 14; 15; 16. The dome implies a dual role of the competing orders, which not only provide the pairing glues but also constrain the magnitude of maximum TcT_{c}. However, they are mostly external factors associated with instabilities of other channels. One may wonder if any intrinsic constraint on TcT_{c} may exist owing solely to the pairing instability.

Important lessons may be learned from cuprate high-temperature superconductors in the underdoped region, where strong pairing interactions relative to the renormalized effective quasiparticle hopping parameters favor short-range electron pairs 17 that in some literatures are thought to form already at high temperatures but only become superconducting when a (quasi-)long-range phase coherence is developed 18; 19. This raises a few general questions: What is the true strong-coupling limit of the pairing state? How is this strong-coupling state related to the high-temperature superconductivity? Would it put any intrinsic constraint on the maximal value of TcT_{c}? Since the absolute magnitude of TcT_{c} is determined by certain basic energy scale, such as the pairing interaction JJ, the question of maximum TcT_{c} turns into the question of their maximum dimensionless ratio Tc/JT_{c}/J. To address these important issues and gain insights into possible intrinsic constraints on TcT_{c}, we propose here to discard instabilities from all other channels such as magnetic or charge orders and focus only on the pairing instability, since all other instabilities are expected to compete with the superconductivity and further suppress TcT_{c}. Their contributions to the pairing can all be included phenomenologically in a pairing interaction term.

Refer to caption
Fig. 1: Theoretical phase diagram of our minimal effective model on the square lattice. a The T/tt/JT/t-t/J phase diagram, showing the onset temperature TpT_{p} of pseudogap-like behavior determined from the suppression of the quasiparticle density of states at the Fermi energy N(0)N(0), the plaquette transition temperature TT_{\scriptscriptstyle\square} from the pairing field amplitude distribution p(|Δ|)p(|\Delta|) and the peaks in the specific heat CvC_{\rm v} and the temperature derivative of the quasiparticle density of states dN(0)/dTdN(0)/dT, the superconducting transition temperature TcT_{c} from the long-distance phase coherence and the properties of the Berezinskii-Kosterlitz-Thouless (BKT) transition for two-dimensional superconductivity, and the temperature TBTRST_{\rm BTRS} for superconductivity with broken time reversal symmetry from the deviation of the pairing field phases along xx and yy bonds attached to the same site. The inset shows a typical configuration of the pairing field inside the plaquette state at low temperatures, where the size of the symbols represents the amplitude |Δij||\Delta_{ij}| and the color denotes the sign of the phase θij\theta_{ij}. b Temperature evolution of CvC_{\rm v} and dN(0)/dTdN(0)/dT for t/J=0.15t/J=0.15, 0.22, 0.30, showing peaks or shoulders at TT_{\scriptscriptstyle\square}, TcT_{c}, and TBTRST_{\rm BTRS}.

Theoretically, one may derive various ratios with respect to other measurable energy scales such as the Fermi energy and the superfluid density. However, it has been shown that these ratios may be violated in artificial models 4, thus preventing a useful bound for constraining TcT_{c}. To avoid such complication, instead of deriving a model-independent constraint, we first restrict ourselves to a minimal effective model that is most relevant in real correlated materials and includes only the quasiparticle hopping and nearest-neighbour spin-singlet pairing interaction. For the one band model on a square lattice, we find a plaquette state in the strong-coupling limit that breaks both the translational and time reversal symmetries and exhibits unusual spectral properties with a pseudogap or insulating-like normal state. This plaquette state may be regarded as the strong-coupling parent state of dd-wave superconductivity, since the latter emerges as the plaquettes melt and short-range electron pairs get mobilized to attain long-distance phase coherence at a reduced pairing interaction. A tentative phase diagram is then constructed where Tc/tT_{c}/t reaches its maximum at the plaquette quantum critical point (QCP), resembling those often observed in experiments with other competing orders. This suggests some intrinsic constraints that prevent TcT_{c} from exhausting all kinetic or pairing energies in order to achieve a delicate balance between pairing and phase coherence. We then extend the calculations to more general models with either nearest-neighbour or onsite pairings, single layer or two-layer structures, intralayer or interlayer pairings, and obtain a maximum Tc/J0.040.07T_{c}/J\approx 0.04-0.07. A close examination of existing experiments in known unconventional superconductors, including cuprate, iron-based, nickelate, and heavy fermion superconductors, seems to quite universally support the obtained ratio, indicating that these families, possibly except the infinite-layer nickelates, have almost reached their maximum TcT_{c} allowed by their respective spin exchange interactions. A room-temperature superconductor would then require a much larger pairing interaction beyond 400-700 meV within the current theoretical framework, which seems unrealistic from a single mechanism in correlated electron systems under ambient pressure. Our work therefore provides a useful criterion that may help to avoid futile efforts in exploring high-temperature superconductors along wrong directions. It also points out the necessity of new pairing mechanisms, possibly combining different pairing interactions, in order to achieve the room-temperature superconductivity.

Results
The theoretical phase diagram
As shown in the Method, we first construct and study a minimal effective model that contains only the quasiparticle hopping and pairing terms on a square lattice and then discuss its extension to several other effective models. The hopping terms include the nearest-neighbour hopping tt and next-nearest-neighbour hopping tt^{\prime}, which should be renormalized by a Gutzwiller factor as in the cuprate high-temperature superconductors. The pairing interaction is given primarily by the antiferromagnetic spin exchange JJ between nearest-neighbour sites, but may also arise from other mechanisms such as the attractive charge-density interactions and the spin-fluctuation mediated pairing interactions, as suggested by many experiments in recent years 20; 21; 22. For cuprates, the importance of the nearest-neighbour antiferromagnetic spin interaction has been justified in a number of measurements 23; 24; 25. To promote the maximum TcT_{c}, we further include the effect of the associated attractive charge-density interaction generated by the superexchange mechanism. The static auxiliary field Monte Carlo approach 26; 27; 28; 29; 30; 31; 32; 33 is then used to simulate the spin-singlet pairing fields Δij=|Δij|eiθij\Delta_{ij}=|\Delta_{ij}|e^{i\theta_{ij}} defined on all nearest-neighbour bonds ij\langle ij\rangle as detailed in the Method. It allows us to simulate the phase correlation of the pairing fields and thus determine TcT_{c} based on phase coherence rather than the BCS-type mean-field transition. The validity of our approach in estimating TcT_{c} has been verified in the recently-discovered bilayer and trilayer nickelate superconductors 34; 35 and by its consistency with the rigorous Quantum Monte Carlo simulations for the attractive Hubbard model 2.

Refer to caption
Fig. 2: Properties of the plaquette state at strong coupling. a The joint distribution function p(|Δ|𝟎x,|Δ|𝟎y)p(|\Delta|_{\bm{0}}^{x},~{}|\Delta|_{\bm{0}}^{y}) of the pairing field amplitudes |Δ𝟎x||\Delta_{\bm{0}}^{x}| and |Δ𝟎y||\Delta_{\bm{0}}^{y}| along xx and yy directions attached to the same site 𝟎\bm{0} for t/J=0.15t/J=0.15, 0.23, 0.30 at a very low temperature T/J=0.0001T/J=0.0001. b Evolution of the marginal distribution p(|Δ|)p(|\Delta|) of the pairing amplitude on all bonds with temperature for t/J=0.15t/J=0.15. c Comparison of the energy-momentum dependent spectral function and extracted dispersions (solid lines) at kx/π=0.44k_{x}/\pi=0.44 at low and high temperatures for t/J=0.15t/J=0.15. The grey vertical lines mark the Fermi vector kFk_{\rm F} that clearly differs from the wave vector kGk_{\rm G} where the dispersions bend backwards.

Figure 1(a) shows a typical theoretical phase diagram for the one-band square lattice model, where we have intentionally plot Tc/tT_{c}/t against t/Jt/J. A nonuniform plaquette state emerges at sufficiently strong paring interaction formed of 2×22\times 2 blocks induced by high-order pair hopping in the effective action of the pairing fields after integrating out the electron degrees of freedom. A typical pairing configuration of the plaquette state is given in the inset of Fig. 1. The paring amplitudes are relatively stronger on internal bonds of the 2×22\times 2 plaquettes and weaker on their links. The phases show a dd-wave-like character along the xx and yy directions. Thus, the plaquette state breaks the lattice translational symmetry though the electron density remains uniform. Its transition temperature TT_{\scriptscriptstyle\square} decreases with increasing t/Jt/J and diminishes at the QCP (t/J0.27t/J\approx 0.27), where the plaquettes melt completely and uniform superconductivity emerges with a maximum Tc/t0.08T_{c}/t\approx 0.08 for the chosen parameters (see Method). Tuning the next-nearest-neighbour hopping and the chemical potential may slightly change the ratio and the location of the QCP, but does not alter the qualitative physics. Inside the plaquette state, TcT_{c} is greatly reduced as the pairing interaction increases. The nonmonotonic evolution of TcT_{c} resembles typical phase diagrams observed in many unconventional superconductors with other competing orders such as long-range magnetism, charge density wave, or nematicity 7; 8; 9; 10; 11; 12; 13; 14; 15; 16. However, the plaquette state reflects the internal instability in the pairing channel and may be regarded as the true strong-coupling parent state of dd-wave superconductivity that constrains the magnitude of TcT_{c}. Near the plaquette QCP, the superconductivity also breaks the time reversal symmetry below TBTRST_{\rm BTRS}. At high temperatures, the normal state exhibits pseudogap-like behavior whose onset temperature TpT_{p} follows closely the variation of TcT_{c} or TT_{\scriptscriptstyle\square} 36; 37 determined from the specific heat CvC_{\rm v} or the temperature derivative of the quasiparticle density of states at the Fermi energy dN(0)/dTdN(0)/dT. As shown in Fig. 1(b), we find peaks in the specific heat for all transitions at TT_{\scriptscriptstyle\square}, TcT_{c}, and TBTRST_{\rm BTRS}, while in dN(0)/dTdN(0)/dT the feature at TcT_{c} is greatly suppressed for t/J<0.27t/J<0.27. Here and after, JJ is set as the energy unit if not explicitly noted.

Refer to caption
Fig. 3: Two-stage quantum phase transition and time reversal symmetry breaking. a The probabilistic distribution of the phase difference along xx and yy directions p(δθxy)=p(θ𝟎xθ𝟎y)p(\delta\theta_{xy})=p(\theta_{\bm{0}}^{x}-\theta_{\bm{0}}^{y}) for different values of t/Jt/J. b Evolution of the average phase difference |δθxy||\langle\delta\theta_{xy}\rangle| and the minimum phase difference |δθxymin||\delta\theta_{xy}^{\rm min}| determined by the peak positions as functions of t/Jt/J. The vertical line marks the plaquette QCP at t/J=0.27t/J=0.27. c Comparison of the gap function Δ(ϕ)\Delta(\phi) near nodal and antinodal directions as functions of t/Jt/J, determined by the position of the positive-energy peak in the spectral function A(ϕ,ω)A(\phi,\omega). d Temperature evolution of p(δθxy)p(\delta\theta_{xy}) at t/J=0.3t/J=0.3 in the intermediate phase. e The angle-dependent gap function Δ(ϕ)\Delta(\phi) for different temperatures at t/J=0.3t/J=0.3, showing the evolution from a full gap at low temperatures to a partial gap at high temperatures.

The plaquette state at strong coupling
The plaquette state and its phase transition may be seen in the joint distribution p(|Δ|𝟎x,|Δ|𝟎y)p(|\Delta|_{\bm{0}}^{x},~{}|\Delta|_{\bm{0}}^{y}) of the paring amplitudes along the xx and yy directions attached to the same site 𝟎\bm{0} or the marginal distribution p(|Δ|)p(|\Delta|) of the pairing field amplitudes on all bonds. As shown in Fig. 2(a), p(|Δ|𝟎x,|Δ|𝟎y)p(|\Delta|_{\bm{0}}^{x},~{}|\Delta|_{\bm{0}}^{y}) at low temperatures displays a four-point structure due to the nonuniform pairing configurations. As t/Jt/J increases, the four points gradually shrink into a single point, where the translational symmetry is recovered and the plaquette state melts into the uniform superconductivity. Correspondingly, the amplitude distribution p(|Δ|)p(|\Delta|) also contains two peaks in the plaquette state. As shown in Fig. 2(b) for t/J=0.15t/J=0.15, these peaks get gradually broadened with increasing temperature and merge into a single peak above TT_{\scriptscriptstyle\square}.

At sufficiently low temperatures, the plaquette state may also develop long-distance phase coherence and exhibits unusual spectral features due to the nonuniform spatial distribution of the pairing amplitudes. As shown in Fig. 2(c) for t/J=0.15t/J=0.15, its momentum-energy dependent spectral function at negative energies splits into two sets of dispersions. One dispersion resembles that of uniform superconductivity, but its back-bending vector kGk_{\rm G} differs consistently from the Fermi vector kFk_{\rm F}, which has also been observed experimentally for possible pair density wave (PDW) state 38; 39; 40. At high temperatures, the two dispersions recombine into a single curve pointing upwards even in the normal state. The gap indicates a pseudogap or insulating-like phase due to the large nearest-neighbour pairing interaction. This suggests that the normal state may also undergo a metal-insulator transition as t/Jt/J decrease, a phenomenon observed in cuprate superconductors under high pressure but unexplained 41. At intermediate temperature Tc<T<TT_{c}<T<T_{\square}, the superconducting phase coherence is lost and the plaquette state is in a sense similar to the fermionic quadrupling phase with broken time reversal symmetry proposed earlier in experiment 42; 43.

Refer to caption
Fig. 4: Superconducting phase coherence. a The mutual information between two pairing field phases θ(0,0)x/y\theta_{(0,0)}^{x/y} and θ(5,5)x/y\theta_{(5,5)}^{x/y} of the distance (5,5)(5,5) and the normalized numerical derivatives of the vortex number dnv/dTdn_{\rm v}/dT with temperature for t/J=0.15,0.22,0.30t/J=0.15,0.22,0.30, respectively. The vertical lines show the extracted TcT_{c}. b The distribution p(δθ1)p(\delta\theta_{1}) for different hopping at T/J=0.0001T/J=0.0001, where δθ1\delta\theta_{1} is the phase difference between nearest-neighbour pairing fields δθ1=θ𝟎x/yθ(1,0)/(0,1))x/y\delta\theta_{1}=\theta_{\bm{0}}^{x/y}-\theta_{(1,0)/(0,1))}^{x/y}. c The peak position in p(δθ1)p(\delta\theta_{1}) and the inverse of the fluctuation std(δθi)=(δθi)2{\rm std}(\delta\theta_{i})=\sqrt{\langle(\delta\theta_{i})^{2}\rangle}, where δθi\delta\theta_{i} is the phase difference between two nearest-neighbour (i=1i=1) or next-nearest-neighbour (i=2i=2) bonds along xx or yy directions. The two behave similarly for uniform superconductivity but differ in the plaquette state.

Time reversal symmetry breaking
The time reversal symmetry breaking may be seen from the probabilistic distribution p(δθxy)p(\delta\theta_{xy}) of the phase difference δθxy=θ𝟎xθ𝟎y\delta\theta_{xy}=\theta_{\bm{0}}^{x}-\theta_{\bm{0}}^{y} of the pairing fields along the xx and yy directions. The results are shown in Fig. 3(a) for three different values of t/Jt/J. For small t/J=0.15t/J=0.15 in the plaquette state, the existence of multiple peaks mark the phase difference on different bonds. For large t/J=1.0t/J=1.0, there exists a single maximum around δθxy/π=1\delta\theta_{xy}/\pi=1, which signals the uniform dd-wave superconductivity with opposite sign of the pairing field along the xx and yy directions. Quite unexpectedly, for t/J=0.3t/J=0.3, we still have a single peak but its position deviates from δθxy/π=1\delta\theta_{xy}/\pi=1. To see such a variation more clearly, Fig. 3(b) plots the average deviation (|δθxy||\langle\delta\theta_{xy}\rangle|) and the smallest deviation (|δθxymin||\delta\theta_{xy}^{\rm min}|) of the peak positions. While |δθxy||\langle\delta\theta_{xy}\rangle| evovles nonmonotonically and reaches a minimum at the plaquette QCP, |δθxymin||\delta\theta_{xy}^{\rm min}| keeps increasing with t/Jt/J. Interestingly, the two quantities become equal beyond the plaquette QCP but only approach π\pi at a much larger t/J0.5t/J\approx 0.5.

Under time reversal operation, the phase of the pairing field changes sign so that δθxyδθxy\delta\theta_{xy}\rightarrow-\delta\theta_{xy} (mod 2π\pi). Thus, the deviation of the peak position from π\pi around t/J=0.3t/J=0.3 indicates an intermediate region of uniform superconductivity that breaks the time reversal symmetry, with the gap function Δ𝒌cos(𝒌x)+eiδθxycos(𝒌y)Δ𝒌dicotδθxy2Δ𝒌s\Delta_{\bm{k}}\propto\cos({\bm{k}}_{x})+e^{-i\delta\theta_{xy}}\cos({\bm{k}}_{y})\propto\Delta^{d}_{\bm{k}}-i\cot\frac{\delta\theta_{xy}}{2}\Delta^{s}_{\bm{k}}, representing d+isd+is pairing with a nodeless gap. Here Δ𝒌d=cos(𝒌x)cos(𝒌y)\Delta^{d}_{\bm{k}}=\cos({\bm{k}}_{x})-\cos({\bm{k}}_{y}) is the dd-wave component and Δ𝒌s=cos(𝒌x)+cos(𝒌y)\Delta^{s}_{\bm{k}}=\cos({\bm{k}}_{x})+\cos({\bm{k}}_{y}) denotes an extended ss-wave component from the nearest-neighbour pairing interaction. The onsite pairing is not excluded due to the strong Coulomb repulsion. We have therefore a two-stage transition from the plaquette to the uniform dd-wave superconductivity, with an intermediate region that recovers the translational symmetry but still breaks the time reversal symmetry. Similar d+isd+is pairing may have been found under certain conditions in twisted double-layer cuprates 44 and infinite-layer nickelates 46; 45. In the latter case, it arises from the interplay of Kondo and superexchange interactions 47. Here it is associated with the quasiparticle hopping, ii+x^i+x^+y^i+y^ii\rightarrow i+\hat{x}\rightarrow i+\hat{x}+\hat{y}\rightarrow i+\hat{y}\rightarrow i. Integrating out the electron degrees of freedom leads to a term like Re(Δi,i+x^Δi+y^,i+x^+y^Δi,i+y^Δi+x^,i+x^+y^)Re(Δx2Δy)2cos(2δθxy){\rm Re}(\Delta_{i,i+\hat{x}}\Delta_{i+\hat{y},i+\hat{x}+\hat{y}}\Delta^{*}_{i,i+\hat{y}}\Delta_{i+\hat{x},i+\hat{x}+\hat{y}}^{*})\rightarrow{\rm Re}(\Delta_{x}^{2}\Delta_{y}^{*}{}^{2})\propto\cos(2\delta\theta_{xy}), while the second order hopping process such as i+x^ii+y^i+\hat{x}\rightarrow i\rightarrow i+\hat{y} contributes a term Re(ΔxΔy)cosδθxy{\rm Re}(\Delta_{x}\Delta_{y}^{*})\propto\cos\delta\theta_{xy}. Their combined free energy may be minimized at δθxy\delta\theta_{xy} away from 0 and π\pi 48. Thus, time reversal symmetry breaking represents an intrinsic tendency of the superconductivity with nearest-neighbour pairing at strong coupling, where the normal state is no longer a Fermi liquid.

To further confirm the two-stage transition, Fig. 3(c) plots the gap function Δ(ϕ)\Delta(\phi) with t/Jt/J near the nodal and antinodal directions in the momentum space deduced from the spectral function. The gap near the antinode is always finite, but varies nonmonotonically with a maximum at the plaquette QCP t/J=0.27t/J=0.27, in good correspondence with the maximum TcT_{c}. By contrast, the gap near the nodal direction decreases continuously and only diminishes at t/J0.5t/J\approx 0.5, confirming a full gap for 0.27t/J0.50.27\leq t/J\leq 0.5 consistent with the above phase analysis. The transition temperature TBTRST_{\rm BTRS} of the d+isd+is phase may also be extracted from the temperature evolution of p(δθxy)p(\delta\theta_{xy}). As shown in Fig. 3(d) for t/J=0.3t/J=0.3, the peak in p(δθxy)p(\delta\theta_{xy}) gets broadened and moves gradually to δθxy=π\delta\theta_{xy}=\pi as the temperature increases across TBTRST_{\rm BTRS}. The angle-dependent gap functions are given in Fig. 3(e), showing a fully gapped d+isd+is pairing state and a nodal dd-wave pairing state below and above TBTRST_{\rm BTRS}, respectively. Note that the higher-temperature dd-wave gap contains a finite gapless region on the Fermi surface, which has also been observed previously in some experiments 49.

Refer to caption
Fig. 5: 𝑻𝒄/J\bm{T_{c}}/J ratio and its comparison with experiments. a Tc/JT_{c}/J as functions of t/Jt/J for several effective models with interlayer, intralayer onsite, or intralayer nn (nearest-neighbour) pairing interactions. For nearest-neighbour pairing in a one-layer model (away from the van Hove singularity), introducing an extra layer of conduction electrons with nearest-neighbour interlayer hopping (tp=0.7tt_{p}=0.7t) is found to enhance the maximum Tc/JT_{c}/J. Also compared is a typical result of the attractive Hubbard model from previous quantum Monte Carlo simulations (open down-pointing triangles) away from the half-filling 2. b Collection of experimental Tc/JT_{c}/J ratios for a number of cuprate, nickelate, iron-based, and heavy fermion superconductors, where JJ are estimated from their respective spin interactions. The shaded area marks the region Tc/J0.040.07T_{c}/J\approx 0.04-0.07. The large error bar exceeding this region comes from bulk FeSe as discussed in the main text. All error bars come from the experimental uncertainty of JJ as given by the original literatures listed in Table 1.

Superconducting phase coherence
The superconducting transition is determined from the phase mutual information I𝑹x/yI^{x/y}_{\bm{R}} of the pairing fields as well as the vortex number nvn_{\rm v} (see Method) 33; 34. Figure 4(a) shows the semilog plot of the phase mutual information between two bonds of the largest distance 𝑹=(5,5){\bm{R}}=(5,5) for t/J=0.15t/J=0.15, 0.22, 0.30 on the 10×\times10 lattice. We find a slope change at low temperature, marking the establishment of long-distance phase coherence of the pairing fields. The slope change at higher temperature is associated with the onset of the spatial phase correlation, which has a temperature scale in rough agreement with TpT_{p} for t/J>0.27t/J>0.27 in Fig. 1 and is therefore responsible for the pseudogap above the superconducting TcT_{c}.

The low-temperature transition coincides with the peak position of dnv/dTdn_{\rm v}/dT also plotted in Fig. 4(a). The maximum of dnv/dTdn_{\rm v}/dT implies a rapid development of the vortex number nvn_{\rm v} with increasing temperature, which is a characteristic feature of the Berezinskii-Kosterlitz-Thouless (BKT) transition for two-dimensional superconductivity 50; 51; 52. We thus identify this transition as the superconducting transition. The value of TcT_{c} is examined for other lattice size and found to vary only slightly, confirming the robustness of our qualitative conclusions.

The final phase diagram is already discussed in Fig. 1(a), showing nonmonotonic variation of Tc/tT_{c}/t with t/Jt/J and a maximum at the plaquette QCP. This evolution may also be understood from the phase difference of the pairing fields on neighbouring bonds. Figure 4(b) plots the probabilistic distribution p(δθ1)p(\delta\theta_{1}) of δθ1=θ𝟎x/yθ(1,0)/(0,1)x/y\delta\theta_{1}=\theta_{\bm{0}}^{x/y}-\theta_{(1,0)/(0,1)}^{x/y}. We find two symmetric peaks around zero in the plaquette state and a single peak in the uniform superconducting state. Interestingly, as shown in Fig. 4(c), while the peak position |δθ1max||\delta\theta_{1}^{\rm max}| decreases gradually and diminishes above t/J=0.27t/J=0.27, the inverse of its fluctuation, as well as that between next-nearest-neighbour bonds, also varies nonmontonically with t/Jt/J and exhibits a maximum near the plaquette QCP, in good correspondence with the evolution of Tc/tT_{c}/t. This coincidence is unexpected at first glance but easy to understand, since a smaller fluctuation of δθ1\delta\theta_{1} around zero indicates a larger phase stiffness of the pairing fields on neighbouring bonds, thus favoring larger superfluid density and TcT_{c}. Theoretically, this is usually described by the free energy 53, F=ρs2x(δθ)2F=\frac{\rho_{\rm s}}{2}\int_{x}(\delta\theta)^{2}, such that the phase fluctuation (δθ)2\langle(\delta\theta)^{2}\rangle is inversely related to the superfluid density ρs\rho_{\rm s}. This explains our observed correlation between the fluctuation of the phase difference and the magnitude of TcT_{c} in Fig. 4(c).

Table 1: Experimental data of the maximum TcT_{c}, the estimated paring interaction JJ, and the corresponding ratio Tc/JT_{c}/J in some of the cuprate, iron-based, nickelate, and heavy fermion superconductors. JJ is the superexchange interaction derived mainly from RIXS for cuprate and nickelate superconductors and INS for iron-based superconductors. Most measurements on the latter only reported the value of SJSJ. Following the literature 81; 80; 82, we have used the effective spin size S=1/2S=1/2 to derive their JJ except for S=0.69S=0.69 in SrFe2As2. For bulk FeSe, the value of Tc/JT_{c}/J can be directly estimated from the literature with a large error bar . Note that SmO1-xFxFeAs, LaO1-xFxFeAs, and La3Ni2O7 are discussed in the main text but not included in the table due to the lack of unambiguous information on their JJ. For heavy fermion superconductors, JJ is estimated crudely from the average coherence temperature. For simplicity, we refer to the original literatures for the errors of all listed data.
Nd1-xSrxNiO2 Pr1-xSrxNiO2 La1-xSrxNiO2 CaFe2As2 BaFe2As2 SrFe2As2
TcT_{c}(K) 12 83 14 84 18.8 85 25 89 22.5 90 21 91
JJ(meV) 63.6 86 66.5, 64 87 61.6 88 99.8 96 118.496 56.1 96
Tc/JT_{c}/J 0.016 0.019 0.026 0.022 0.016 0.032
Ba1-xKxFe2As2 BaFe2-xNixAs2 NaFeAs bulk FeSe CeCoIn5 CeCu2Si2
TcT_{c}(K) 38.5 92 20.5 93 25 94 895 2.3 99 0.7 99
JJ(meV) 106.6 97 118.4 97 80 96 11.0 98 4.3 100 6.5 100
Tc/JT_{c}/J 0.031 0.015 0.027 0.063 0.046 0.0093
URu2Si2 UBe13 UPd2Al3 PuCoGa5 YbRh2Si2 YBa2Cu4O8
TcT_{c}(K) 1.5 99 0.95 99 2 99 18.4 99 0.002 99 81 20
JJ(meV) 4.7 100 4.7 100 5.2 100 34.5 101 6.0 100 105 20
Tc/JT_{c}/J 0.028 0.017 0.033 0.046 0.000028 0.067
NdBa2Cu3O6+δ Tl2Ba2CuO6+δ HgBaCuO4+δ HgBa2CaCu2O6+δ La2-xSrxCuO4 Nd2-xCexCuO4
TcT_{c}(K) 95 20 93 20 97 20 127 20 39 20 24 20
JJ(meV) 135 20 127 20 135 20 176 20 157 20 147 20
Tc/JT_{c}/J 0.061 0.063 0.062 0.062 0.021 0.014
Ca2-xNaxCuO2Cl2 Bi2Sr2-xLaxCuO6+δ Bi2Sr2-xLaxCuO8+δ Bi2+xSr2-xCa2Cu3O10+δ
TcT_{c}(K) 28 20 38 20 95 20 111 20
JJ(meV) 166 20 153 20 161 20 165 20
Tc/JT_{c}/J 0.015 0.021 0.051 0.058
(Ca0.1La0.9)(Ba1.65La0.35)Cu3Oy (Ca0.4La0.6)(Ba1.35La0.65)Cu3Oy
TcT_{c}(K) 58 23 80 23
JJ(meV) 120 76 134 76
Tc/JT_{c}/J 0.042 0.052

Discussion on the plaquette state
The plaquette state may also have other exotic properties detectable in experiment. For example, pairing field modulation may affect local spin susceptibility 54; 55 and cause some spin resonance mode 56. In fact, the plaquette state shares many similarities with the supersolid phase realized in dipolar cold atoms 57; 58; 59; 60; 61. Both break translational symmetry and U(1)U(1) phase symmetry at zero temperature. Similar to the plaquette state, the microscopic configurations of supersolid consist of weakly connected droplets. Both occupy an intermediate region of their respective phase diagram: the plaquette state occurs between the uniform superconductivity and a disordered phase of coexisting plaquettes and dimers for extremely large pairing interaction, while the supersolid exists between the superfluid phase and an incoherent droplet solid. Given these similarities, one may anticipate that vortices may exist in the supersolid phase, while two modes with different dispersions for some dynamic structure factor observed in supersolid 58 may also emerge in the plaquette state.

Though the Bose-Einstein condensation (BEC) 62 has traditionally been argued to be the strong coupling limit of the superconductivity, our results suggest that it may only hold for local ss-wave pairing with onsite attractive interaction. For unconventional superconductors with strong onsite Coulomb repulsion, onsite ss-wave pairing is generally unfavored and the pairs tend to occupy different sites. As a result, short-range pairing emerges for nearest-neighbour spin exchange interaction and, at strong coupling, causes an ordered plaquette state that breaks the translational symmetry. This differs from the local two-particle bound state typical of the BEC. On the other hand, the plaquette state does share some similarities with the BEC, which include the U-shaped density of states near the Fermi energy, the flat dispersion around kx=0k_{x}=0, and the pseudogap in the normal state at high temperatures.

Our proposed plaquette state is also different from the widely-studied PDW state 38; 66; 39; 67, even though both exhibit real-space modulation of the pairing fields. While the PDW may generally lead to a charge density wave, the plaquette state ideally has a homogeneous charge distribution and breaks the time reversal symmetry. The PDW is by far only found experimentally in superconducting region 64; 63; 65 and might arise theoretically from the interplay of magnetism and superconductivity 68, while the plaquette state proposed here represents an intrinsic pairing instability at strong coupling and might be closely related to the 4×44\times 4 structure recently observed in underdoped cuprates 69; 70.

Constraint on Tc/JT_{c}/J
Another important observation of our calculations is that the superconductivity may intrinsically be suppressed for sufficiently strong pairing interaction even without considering competing orders from other channels. Thus, TcT_{c} is constrained from both sides of strong and weak pairing interactions. It is then sensible to study the ratio Tc/JT_{c}/J to have a feeling about the maximum TcT_{c} allowed by the pairing interaction JJ 20; 72; 71. For the one band square lattice model discussed so far, we find a maximum ratio Tc/J0.04T_{c}/J\approx 0.04. Tuning the next-nearest-neighbour hopping tt^{\prime} or the chemical potential μ\mu can only slight improve this ratio. Specifically, at half-filling with t=0t^{\prime}=0 and μ=0\mu=0 near the van Hove singularity, the maximum Tc/JT_{c}/J is enhanced to 0.045. Motivated by the possible importance of apex oxygen on TcT_{c} 73, we have also studied a model with an extra conduction layer, and find the maximum Tc/JT_{c}/J may be at most enhanced to about 0.060.06 for certain special (nearest-neighbour) interlayer hopping. On the other hand, local interlayer hopping is found to suppress this maximum ratio. Taking t100200t\approx 100-200 meV from the angle-resolved photoemission spectroscopy (ARPES) and the specific heat analysis 74; 75 and J100190J\approx 100-190 meV from the resonant inelastic X-ray scattering measurement (RIXS) 20; 76, these ratios yield the highest TcT_{c} to be 100-130 K, consistent with the reported Tcmax=T^{\rm max}_{c}=97 K for single-layer and 135135 K for multi-layer cuprate superconductors under ambient pressure 73.

To further explore the above idea, we extend our calculations to other variations of the minimum effective model, covering nearest-neighbour or onsite pairings, single or multi-layer structures, and intralayer or interlayer pairings (see Method). It is important to note that our models do not depend on fine details of the microscopic pairing mechanism, as long as the effective pairing interaction and the low-energy Hamiltonians remain the same. Figure 5(a) shows the variations of Tc/JT_{c}/J versus t/Jt/J in these models, where only the nearest-neighbour hopping tt is considered for simplicity. JJ is the local attractive Hubbard interaction for onsite pairing, and is the interlayer superexchange interaction for interlayer pairing as discussed previously for La3Ni2O7 under high pressure 77; 34. We see all curves behave nonmonotonically with the pairing interaction, although they may have different strong-coupling limit (e.g., BEC for onsite pairing and preformed local interlayer pairing for bilayer nickelates), with the maximum Tc/JT_{c}/J lying within the interval from 0.04 to 0.07. Notably, for the attractive Hubbard model, our simulations yield consistent results compared with previous quantum Monte Carlo simulations (open down-pointing triangles) 2, which reinforces the reliability of our approach, and introducing an additional conduction layer gives the same maximum ratio 78; 79. Note that we have ignored long distance pairing since it is typically weaker than onsite or nearest-neighbour ones for reaching the maximum TcT_{c}. We also only focus on quasi-two-dimensional models since three dimensionality usually suppresses TcT_{c} in experimental observations 8. Our results are insensitive to the chemical potential or electron fillings in reasonable parameter ranges. This is because we have ignored all other instabilities to maximize the pairing instability, and the superconductivity occurs in a much lower energy scale compared to the Fermi energy. Our phase diagram is therefore not the full phase diagram with all possible ground states of a physical model, but a phase diagram that intentionally exaggerates the superconductivity and other possible instabilities in the pairing channel, so that the derived Tc/JT_{c}/J could be a better estimate of its potential upper limit.

To see if the above constraint may indeed apply in real materials, Fig. 5(b) and Table 1 collect the data for a number of well-known unconventional superconductors 81; 80; 82; 83; 84; 85; 89; 90; 91; 86; 87; 88; 96; 92; 93; 94; 95; 99; 97; 98; 100; 20; 101; 23; 76. The spin energy scale in cuprate, iron-based, and nickelate superconductors have been determined mainly by the spin wave fitting in inelastic neutron scattering (INS) or RIXS experiments 23; 24; 25; 97; 102, where JJ has been found to vary only slightly with doping, which differs from the renormalized one due to the feedback effect observed in low-energy measurements by INS 103 and two-magnon extraction in Raman spectra 104. In iron-based superconductors such as CaFe2As2, SrFe2As2, BaFe2As2, and NaFeAs, the ratios Tc/JT_{c}/J are less than 0.063 96; 89; 94; 97; 98; 90; 91; 92; 93; 95, where the value of JJ is extracted from the reported SJSJ by taking the effective spin size S=0.69S=0.69 for SrFe2As2 and S=1/2S=1/2 for all others except for FeSe following the literatures 81; 80; 82. The large error bar exceeding the shaded area in Fig. 5(b) comes from the bulk FeSe (Tc=8T_{c}=8 K), for which neutron scattering measurements reported the ratio T/J=0.86±0.35T/J=0.86\pm 0.35 at T=110T=110 K 98. Unfortunately, we do not find the data for FeSe films, whose high TcT_{c} might involve contributions from the interface. To the best of our knowledge, there is also no exact estimate of JJ for the 1111 systems. It has been reported that SmOFeAs adopts an intermediate spin dispersion between those of NaFeAs and BaFe2As2 105. Assuming that the spin interaction is not sensitive to the doping, as observed in BaFe2-xNixAs2 and NaFe1-xCoxAs 97; 102, we might roughly estimate J80118.4J\sim 80-118.4 meV for SmO1-xFxFeAs and thus obtain a maximum ratio Tc/J0.0400.059T_{c}/J\approx 0.040-0.059 given its maximum TcT_{c}=55 K 106. While for LaO1-xFxFeAs, experiments only indicate an overall magnitude of SJ40SJ\sim 40 meV along different directions 107, which yields Tc/J0.046T_{c}/J\sim 0.046 with its maximum Tc=43T_{c}=43 K using S=1/2S=1/2 108. Both fall within our proposed range.

The infinite-layer nickelate superconductors have a small maximum ratio of about 0.026, possibly due to disorder, which indicates the potential to reach a higher TcT_{c} 83; 84; 86; 87; 85; 88. RIXS measurements 109 on the high-pressure high-temperature bilayer nickelate superconductor La3Ni2O7 reported an interlayer spin interaction strength (JJ) of about 140 meV assuming its spin size S=1/2S=1/2, which also seems to be confirmed by inelastic neutron measurements 110. Although these measurements were performed under ambient pressure, it gives a rough estimate of the magnitude of JJ. If we naively apply this value to the high pressure region where the superconductivity was reported with Tcmax80T_{c}^{\rm max}\approx 80 K, we find Tcmax/J0.05T_{c}^{\rm max}/J\approx 0.05 for the bilayer nickelate superconductors, which agrees well with our previous Monte Carlo simulations 34. Recently, superconductivity has been reported also in the trilayer nickelate superconductor La4Ni3O10 under high pressure, albeit with a much smaller Tcmax30T_{c}^{\rm max}\approx 30 K 111. It has been proposed theoretically that competition and frustration of interlayer pairing between the inner layer and two outer layers may lead to strong superconducting fluctuations and thus reduce the maximum ratio of Tc/JT_{c}/J to 0.020.030.02-0.03 35. This, together with layer imbalance and the possibly smaller interlayer JJ, may explain the much reduced TcmaxT_{c}^{\rm max} in the trilayer nickelate compared to those in the bilayer ones.

By contrast, the cuprate high-temperature superconductors have the highest TcmaxT_{c}^{\rm max} in the trilayer structure, and their overall Tcmax/JT_{c}^{\rm max}/J ratios can reach up to 0.067, as observed in HgBa2CaCu2O6+δ, YBa2Cu4O8, YBa2Cu3O6+δ, NdBa2Cu3O6+δ, Tl2Ba2CuO6+δ, and Bi2+xSr2-xCa2Cu3O10+δ 20. This opposite tendency reflects an intrinsic distinction in the pairing mechanisms between multilayer nickelate and cuprate superconductors. In heavy-fermion superconductors such as CeCoIn5 or PuCoGa5, systematic measurements of JJ are lacking. We therefore estimate the spin interaction energy from the coherence temperature scale, namely the Ruderman-Kittle-Kasuya-Yosida (RKKY) scale, and find the highest Tc/JT_{c}/J to be about 0.0460.046 100; 99; 101. To the best of our knowledge, a spin wave fitting has only been applied to CePd2Si2 and yields J=0.61J=0.61 meV under ambient pressure 112. Combining naively this value with its Tc=0.43T_{c}=0.43 K at 3 GPa gives the ratio Tc/J0.061T_{c}/J\approx 0.061, in good alignment with our suggested constraint.

Despite the vast complexities across all these different families of unconventional superconductors far beyond our simplified models, their maximum Tc/JT_{c}/J values all fall within the same range of 0.040.070.04-0.07 predicted above, suggesting that our calculations indeed capture some essence of the fundamental physics of unconventional superconductivity. Consequently, our derived maximum ratio Tc/J0.040.07T_{c}/J\approx 0.04-0.07 represents a practical constraint for some quite generic situations in real materials.

Last, we comment on the Tc/tT_{c}/t ratio widely used in previous literatures. Unlike Tc/JT_{c}/J, we find the maximum Tc/tT_{c}/t depends more sensitively on models and may reach 0.29, 0.15, 0.105 upon tuning the hopping parameters or the chemical potential for interlayer, intralayer onsite, intralayer nearest-neighbour (nn) pairings, respectively. Its maximum typically occurs at different optimal t/Jt/J compared to that for the maximum Tc/JT_{c}/J. For the attractive Hubbard model, our derived maximum Tc/t0.15T_{c}/t\approx 0.15 is close to the quantum Monte Carlo result 0.170.17, which confirms the validity of our estimate 2. While the maximum Tc/JT_{c}/J ratios lie within the proposed narrow range possibly due to their similar local or short-range pairing forms at strong coupling, we ascribe the large variation of the Tc/tT_{c}/t ratio to the fact that the long-range phase coherence determining TcT_{c} may rely heavily on the cooperative hopping of paired electrons and hence differ greatly for different orbital degeneracies, pairing configurations, and lattice geometries beyond the simple hopping parameters. The quasiparticle hopping is also more strongly renormalized by correlation effects, which makes it difficult to measure in practice. It is for these reasons that we have chosen to treat tt as a tuning parameter and focus on the Tc/JT_{c}/J ratio that can be better compared with experiment.

Route to room temperature superconductivity?
It is important to emphasize again that the above agreement by no means implies that all these superconductors, including hole-doped cuprates, are fully described by the specified pairing mechanisms in our simplified models. There is also no rigorous theoretical proof for a maximum TcT_{c} in unconventional superconductors 4. Nevertheless, if we take the above constraint seriously, achieving room temperature superconductivity seems unlikely under ambient pressure within the current theoretical framework. For TcT_{c} to reach 300 K, we need a pairing interaction of the order 400700400-700 meV, which is twice higher than the spin exchange interaction in cuprates and seems unrealistic in most correlated materials. Moreover, the maximum Tc/JT_{c}/J is only realized at an optimal ratio of t/Jt/J, thus also requiring a larger quasiparticle hopping tt, a situation that seems to only occur under pressure. Contrary to the weak-coupling BCS theory which predicts a higher TcT_{c} for a larger density of states (smaller tt), the maximum TcT_{c} is constrained by the magnitude of tt. Thus a high TcT_{c} is not favored in flat-band systems.

It is therefore imperative to explore alternative avenues to enhance the ratio under ambient pressure. It has been noticed that three-layer cuprate superconductors have the highest TcT_{c}. One may therefore speculate that multi-layer may promote TcT_{c}. Indeed, the maximum TcT_{c} increases from 97 K in the single-layer HgBa2CuO4+δ to 127 K in the two-layer HgBa2CaCu2O6+δ and 135 K in the three-layer HgBa2Ca2Cu3O9+δ 73. However, the ratio Tc/J0.062T_{c}/J\approx 0.062 seems to remain unchanged and the increase of TcT_{c} seems to come purely from the increase of JJ 20. On the other hand, the maximum Tc/JT_{c}/J does increase from 0.021 in the single-layer Bi2Sr2-xLaxCuO6+δ to 0.058 in the three-layer Bi2+xSr2-xCa2Cu3O10+δ in Bi-systems 20, but the latter still lies within our proposed range, implying that increasing the number of layers from Bi2201 to Bi2223 only helps to tune the optimal conditions for maximizing Tc/JT_{c}/J, while the constraint itself is not touched. We have also examined the effect of additional local interlayer hopping and find that it actually reduces the maximum Tc/JT_{c}/J. Additionally, one may follow the studies of FeSe films 113; 114 and consider to improve TcT_{c} by introducing phonons, but this seems empirically at most to provide an increase of around 40 K, given the limited characteristic phonon frequencies under ambient pressure 115; 116. A larger spin interaction occurs for the Hund’s rule coupling inside an atom. However, it is not clear if intra-atomic inter-orbital pairing may support a high TcT_{c} due to their very different orbital characters of the paired electrons.

Putting together, the known unconventional superconductor families, possibly except the infinite-layer nickelates, seem to have almost exhausted their potentials in reaching the highest TcT_{c} allowed by their respective spin exchange interactions. As a result, room-temperature superconductivity at ambient pressure is unlikely to occur based on a single pairing mechanism within the current theoretical framework. This not only helps rule out some evidently wrong directions 117; 118, but also points out the necessity of exploring alternative approaches to achieve room-temperature superconductors at ambient pressure 119; 79; 121; 122; 123; 77; 101; 1; 124; 125; 120; 126. It encourages the possibility of incorporating different pairing mechanisms 130; 128; 127; 8; 129; 131, including but not limited to magnetic, charge, orbital, or nematic fluctuations, excitons, bipolarons, etc, to improve the overall effective pairing interaction, for which FeSe films may be a good example 132; 133; 134. Our derived ratios provide a tentative guide in future material exploration of novel high-temperature superconductors. Theoretically, by utilizing JJ from newly developed methods 135 and effective hopping tt from strongly correlated calculations 136, an approximate estimate of the upper limit of TcT_{c} may be predicted for the selection of promising candidates. Experimentally, estimating JJ from RIXS, INS, or other state-of-the-art techniques in newly discovered materials may also help identify their potential in reaching the desired TcT_{c}. Last but not least, understanding unconventional superconductivity from a real-space, strong-coupling perspective may already provide an operational and more practical avenue for material design compared to the momentum-space, weak-coupling approach.

Method

Models
We first consider a minimal effective model on the square lattice:

H=ij,σtijdiσdjσμiσdiσdiσJijψijψij,\displaystyle H=-\sum_{ij,\sigma}t_{ij}d_{i\sigma}^{\dagger}d_{j\sigma}-\mu\sum_{i\sigma}d_{i\sigma}^{\dagger}d_{i\sigma}-J\sum_{\langle ij\rangle}\psi_{ij}^{\dagger}\psi_{ij}, (1)

where tijt_{ij} is the renormalized quasiparticle hopping parameters, μ\mu is the chemical potential, and the pairing interaction is written in terms of the spin-singlet operator ψij=12(didjdidj)\psi_{ij}=\frac{1}{\sqrt{2}}(d_{i\downarrow}d_{j\uparrow}-d_{i\uparrow}d_{j\downarrow}) on nearest-neighbour bonds and diσ(diσ)d_{i\sigma}(d_{i\sigma}^{\dagger}) is the annhilation (creation) operator of the quasiparticles to be paired. For the superexchange mechanism, JJ is given by the nearest-neighbour antiferromagnetic interaction as well as the attractive charge density interaction. A complex auxiliary field Δij\Delta_{ij} is introduced to decouple the pairing interaction and solve the model 53:

ψijψij2J(Δ¯ijψij+ψijΔij)+2|Δij|2J2.-\psi_{ij}^{\dagger}\psi_{ij}\rightarrow\frac{\sqrt{2}}{J}\left(\bar{\Delta}_{ij}\psi_{ij}+\psi_{ij}^{\dagger}\Delta_{ij}\right)+\frac{2|\Delta_{ij}|^{2}}{J^{2}}. (2)

To avoid the negative sign problem, we assume a static approximation, Δij(τ)Δij=|Δij|eiθij\Delta_{ij}(\tau)\rightarrow\Delta_{ij}=|\Delta_{ij}|e^{i\theta_{ij}}, and employ the auxiliary field Monte Carlo approach 26; 27; 28; 29; 30; 31; 32; 33. We follow the standard procedure by integrating out the fermionic degrees of freedom and simulate the final effective action only of the pairing fields by the Metropolis algorithm 33. This method ignores the dynamic fluctuations of the pairing fields but takes full consideration of their spatial and thermal fluctuations, and is therefore particularly suitable for studying the phase transition at finite temperature 137. For numerical calculations, we consider a 10×1010\times 10 square lattice with periodic boundary conditions and include only the nearest-neighbour hopping tt and the next-nearest-neighbour hopping t=0.45tt^{\prime}=-0.45t as in the cuprate high-temperature superconductors 138; 139. The chemical potential is fixed to μ=1.4t\mu=-1.4t. The presented results have been examined and found qualitatively unchanged for other values of the parameters or on a larger lattice. A twisted boundary condition is used for spectral calculations 140.

To derive the Tc/JT_{c}/J constraint, we extend the above model to the following variations:

(1) A two-layer model with intralayer nearest-neighbour pairing and interlayer hopping:

H\displaystyle H =\displaystyle= aij,σtijdaiσdajσμaiσdaiσdaiσ\displaystyle-\sum_{aij,\sigma}t_{ij}d_{ai\sigma}^{\dagger}d_{aj\sigma}-\mu\sum_{ai\sigma}d_{ai\sigma}^{\dagger}d_{ai\sigma}
Jaijψaijψaijiσtp(d1iσd2iσ+h.c.),\displaystyle-J\sum_{a\langle ij\rangle}\psi_{aij}^{\dagger}\psi_{aij}-\sum_{i\sigma}t_{p}(d_{1i\sigma}^{\dagger}d_{2i\sigma}+h.c.),

where the subscript a=1,2a=1,2 represents the layer index, ψaij=12(daidajdaidaj)\psi_{aij}=\frac{1}{\sqrt{2}}(d_{ai\downarrow}d_{aj\uparrow}-d_{ai\uparrow}d_{aj\downarrow}), and tpt_{p} denotes the local interlayer hopping.

(2) A two-layer model with an extra conduction layer motivated by the possible importance of apex oxygens in cuprates:

H\displaystyle H =\displaystyle= ij,σtijdiσdjσμiσdiσdiσJijψijψij\displaystyle-\sum_{ij,\sigma}t_{ij}d_{i\sigma}^{\dagger}d_{j\sigma}-\mu\sum_{i\sigma}d_{i\sigma}^{\dagger}d_{i\sigma}-J\sum_{\langle ij\rangle}\psi_{ij}^{\dagger}\psi_{ij} (4)
ij,σtijcciσcjσμciσciσciσ\displaystyle-\sum_{ij,\sigma}t_{ij}^{c}c_{i\sigma}^{\dagger}c_{j\sigma}-\mu^{c}\sum_{i\sigma}c_{i\sigma}^{\dagger}c_{i\sigma}
ij,σtp(ciσdjσ+h.c.),\displaystyle-\sum_{ij,\sigma}t_{p}(c_{i\sigma}^{\dagger}d_{j\sigma}+h.c.),

where tpt_{p} denotes local (i=ji=j) or nearest-neighbour (j=i±x^j=i\pm\hat{x} or i±y^i\pm\hat{y}) interlayer hopping.

(3) A single-layer model with onsite pairing interaction as in the attractive Hubbard model:

H=ij,σtijdiσdjσJiψiψi,\displaystyle H=-\sum_{ij,\sigma}t_{ij}d_{i\sigma}^{\dagger}d_{j\sigma}-J\sum_{i}\psi_{i}^{\dagger}\psi_{i}, (5)

where ψi=didi\psi_{i}=d_{i\downarrow}d_{i\uparrow} and JJ is given by the local attractive Hubbard interaction.

(4) A two-layer model with onsite pairing in one layer and an extra conduction layer:

H\displaystyle H =\displaystyle= Jiψiψiij,σtp(ciσdjσ+h.c.)\displaystyle-J\sum_{i}\psi_{i}^{\dagger}\psi_{i}-\sum_{ij,\sigma}t_{p}(c_{i\sigma}^{\dagger}d_{j\sigma}+h.c.) (6)
ij,σtijcciσcjσμciσciσciσ,\displaystyle-\sum_{ij,\sigma}t^{c}_{ij}c_{i\sigma}^{\dagger}c_{j\sigma}-\mu^{c}\sum_{i\sigma}c_{i\sigma}^{\dagger}c_{i\sigma},

where ψi=didi\psi_{i}=d_{i\downarrow}d_{i\uparrow} and tpt_{p} denotes local (i=ji=j) or nearest-neighbour (j=i±x^j=i\pm\hat{x} or i±y^i\pm\hat{y}) interlayer hopping.

(5) A two-layer model with interlayer pairing:

H=aij,σtijdaiσdajσJiψ12iψ12i,\displaystyle H=-\sum_{aij,\sigma}t_{ij}d_{ai\sigma}^{\dagger}d_{aj\sigma}-J\sum_{i}\psi_{12i}^{\dagger}\psi_{12i}, (7)

where ψ12i=12(d1id2id1id2i)\psi_{12i}=\frac{1}{\sqrt{2}}(d_{1i\downarrow}d_{2i\uparrow}-d_{1i\uparrow}d_{2i\downarrow}).

Models (1) and (2) are constructed to reflect the effects of interlayer hopping and apex oxygen in cuprate superconductors, models (3) and (4) apply for onsite pairing with local attractive interaction, and model (5) is motivated by the bilayer nickelate superconductor.

Mutual information and vortex number
The phase mutual information of the pairing fields is defined as 33; 34:

I𝑹x/y=𝑑θ𝟎x/y𝑑θ𝑹x/yp(θ𝟎x/y,θ𝑹x/y)lnp(θ𝟎x/y,θ𝑹x/y)p(θ𝟎x/y)p(θ𝑹x/y)I^{x/y}_{\bm{R}}=\int d\theta^{x/y}_{\bm{0}}d\theta^{x/y}_{\bm{R}}~{}p(\theta^{x/y}_{\bm{0}},\theta^{x/y}_{\bm{R}})\ln\frac{p(\theta^{x/y}_{\bm{0}},\theta^{x/y}_{\bm{R}})}{p(\theta^{x/y}_{\bm{0}})p(\theta^{x/y}_{\bm{R}})} (8)

where p(θ𝟎x/y),p(θ𝑹x/y)p(\theta_{\bm{0}}^{x/y}),~{}p(\theta_{\bm{R}}^{x/y}) is the marginal distribution of the pairing field phase on two bonds with a distance 𝑹\bm{R}, and p(θ𝟎,θ𝑹)p(\theta_{\bm{0}},\theta_{\bm{R}}) is their joint probabilistic distribution. For onsite or interlayer pairing, θ𝑹x/y\theta_{\bm{R}}^{x/y} simplifies to θ𝑹\theta_{\bm{R}}. The vortex number is calculated using

nv=iδwi,1,n_{\rm v}=\sum_{i}\langle\delta_{w_{i},1}\rangle, (9)

where wiw_{i} is the winding number for θiθi+x^θi+x^+y^θi+y^θi\theta_{i}\rightarrow\theta_{i+\hat{x}}\rightarrow\theta_{i+\hat{x}+\hat{y}}\rightarrow\theta_{i+\hat{y}}\rightarrow\theta_{i} with the phase θi\theta_{i} of Δi=(Δi,i+x^+Δi,ix^Δi,i+y^Δi,iy^)/4\Delta_{i}=(\Delta_{i,i+\hat{x}}+\Delta_{i,i-\hat{x}}-\Delta_{i,i+\hat{y}}-\Delta_{i,i-\hat{y}})/4 for nearest-neighbour pairing and \langle\rangle denotes the statistic average over all pairing configurations. For onsite or interlayer pairing, θi\theta_{i} is the phase of the pairing field at site ii.

Acknowledgements

This work was supported by the Strategic Priority Research Program of the Chinese Academy of Sciences (Grant No. XDB33010100), the National Natural Science Foundation of China (Grants No. 12474136 and No. 12174429), and the National Key Research and Development Program of China (Grant No. 2022YFA1402203).

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