Interaction-driven spontaneous ferromagnetic insulating states with odd Chern numbers

Interaction-driven spontaneous ferromagnetic insulating states with odd Chern numbers

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Download PDF Article Open access Published: 09 March 2023 Interaction-driven spontaneous ferromagnetic insulating states with odd Chern numbers Peizhi Mai  ORCID:


orcid.org/0000-0001-7021-45471, Edwin W. Huang  ORCID: orcid.org/0000-0002-6250-95291, Jiachen Yu2,3, Benjamin E. Feldman3,4,5 & …Philip W. Phillips  ORCID: orcid.org/0000-0003-2621-07381 


Show authors npj Quantum Materials volume 8, Article number: 14 (2023) Cite this article


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Subjects FerromagnetismQuantum Hall Abstract


Motivated by recent experimental work on moiré systems in a strong magnetic field, we compute the compressibility as well as the spin correlations and Hofstadter spectrum of spinful


electrons on a honeycomb lattice with Hubbard interactions using the determinantal quantum Monte Carlo method. While the interactions in general preserve quantum and anomalous Hall states,


emergent features arise corresponding to an antiferromagnetic insulator at half-filling and other incompressible states following the Chern sequence ± (2N + 1). These odd integer Chern


states exhibit strong ferromagnetic correlations and arise spontaneously without any external mechanism for breaking the spin-rotation symmetry. Analogs of these magnetic states should be


observable in general interacting quantum Hall systems. In addition, the interacting Hofstadter spectrum is qualitatively similar to the experimental data at intermediate values of the


on-site interaction.

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a Wigner–Mott insulator Article 16 January 2023 Introduction


The hallmark of nontrivial topology of filled bands is a quantized Hall conductance, an integer multiple of the quantum of conductance. The integer is set by the Chern number1. Typically,


deviations from integer Chern numbers indicate that electron-electron interactions are important, as in the fractional quantum Hall effect. However, there are several examples of physical


systems in which interactions dominate but the Chern number is still an integer. One such mechanism that involves spin polarization and its generalizations is quantum Hall


ferromagnetism2,3,4,5,6. Moiré systems in a magnetic field provide a second example in which symmetry-broken quantum Hall insulators appear at high magnetic fields7,8,9,10,11. The extent to


which these phenomena are generic beyond graphene-based systems and independent of lattice geometry is unknown.


Motivated by these phenomena, we report here a series of insulating states on the honeycomb and square lattice which are driven by interactions. The series we report has odd integer Chern


numbers, ±1, 3, 5, ⋯ . An analysis of the spin correlations suggests that the spin rotation symmetry is spontaneously broken resulting in ferromagnetism. Our observations here add intrigue


to the mixed role played by topology and interactions in two-dimensional (2D) materials. Our simulations reveal that explicit single-particle symmetry breaking such as Zeeman splitting is


not required and the full ferromagnetic sequence arises spontaneously in a general bipartite lattice.


The evolution of electronic states in a perpendicular magnetic field has a long history. Because a magnetic field preserves the crystal momentum, the single-particle energy spectrum for


non-interacting electrons is easily obtained12,13,14 by replacing the momentum p with p − eA/c where A is the magnetic vector potential, e the electron charge and c the speed of light. In


2D, the resultant Hofstadter14 spectrum adequately describes the evolution of the tight-binding electronic states as a function of the magnetic flux. Hidden in the wings of the underlying


butterfly spectrum are gapped states indexed by Chern numbers which fix1 the quantization of the Hall conductance. Moiré systems as in the case of magic-angle twisted bilayer graphene


(MATBG) offer a new route to engineering gaps in the electronic spectrum through the competition between band filling and the interaction energy15,16,17,18. As the twist angle controls19 the


ratio of the kinetic to the potential energy and leads to a complete quenching of the kinetic energy at the magic angle, moiré systems in a magnetic field offer the ultimate playground for


studying the physics from the interplay between strong correlation and magnetic field. With the kinetic energy quenched, moiré systems encode the evolution of the Hofstadter spectrum in the


presence of strong interactions. This is currently an unsolved non-trivial problem.


This problem is complicated by the fact that the simple replacement of the momentum by p − eA/c fails in the presence of interactions because interactions in general mix crystal momenta as


in the case of the Hubbard interaction. Consequently, while theoretical efforts have addressed certain limits of the interacting Hofstadter


problem20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39, no analytical method exists to determine the complete spectrum in a magnetic field in the presence of interactions.


Nonetheless, this is an urgent problem in condensed matter physics given the plethora of experiments on MATBG and related systems that are focused on revealing the low-energy physics


resulting from the interplay between a magnetic field and strong correlation.


Theoretically, one has three options: 1) phenomenology, 2) some type of mean-field theory, dynamical32,33 or otherwise34,35,36,37 or 3) serious numerics which so far have been limited to


exact diagonalization38,39 on few-particle systems. We pursue the last option in this paper as no benchmarks have been established for even the simplest model of interacting electrons on any


of the lattices relevant to either MATBG or the transition metal dichalcogenide systems. We focus on spinful fermions primarily on a honeycomb lattice including only nearest neighbor


hopping and Hubbard interactions under an external magnetic field, and perform a determinantal quantum Monte Carlo (DQMC) simulation for all densities and magnetic fluxes. DQMC is an


unbiased and numerically exact method to capture the full quantum fluctuations for correlated systems. In a prior work with Hubbard interactions, features such as the local compressibility


and other thermodynamic quantities were calculated using DQMC as a function of the magnetic flux for the square lattice27 and no ferromagnetism was reported. We focus here on a honeycomb


lattice as it is closer to the underlying geometry of most existing moiré systems. In general, we find that the interactions preserve the integer quantum and anomalous Hall states of the


non-interacting system. However, the interactions do generate an antiferromagnetic insulating state at half-filling, as expected, and also emergent interaction-driven insulating states in


both of the honeycomb and square lattices. The Chern sequence for these states is ±(2N + 1). All such states exhibit strong ferromagnetic correlations. This represents numerically exact


evidence for such interaction-driven states in the full density region based on the Hubbard interaction.

ResultsNoninteracting quantum Hall effects


To begin with, we present the non-interacting charge compressibility χ = ∂〈n〉/∂μ in Fig. 1 as a function of magnetic flux and electron density and compare with the results for the square


lattice at β = 20/t. In both the square and honeycomb lattices, particle-hole symmetry obtains as both are bipartite and the model contains only nearest neighbor hopping. The straight lines


in Fig. 1 correspond to solutions to the Diophantine equation1

$$\langle n\rangle =r\frac{\phi }{{\phi }_{0}}+s,$$ (1)


in which 〈n〉 = 〈Ne〉/Nc (Nc is the number of unit cells), r is an integer given by the inverse slope of the straight lines and s is the offset given by the intercept. r defines the Chern


number. We have chosen to plot the filling from [0, 4] to take into account the spin and sublattice degeneracy in the honeycomb lattice but from [0, 2] for the square lattice in which only a


spin degeneracy exists. Hence, there is only a factor of 2 in translating the densities between the two systems. In both Fig. 1 panels a and b, the Diophantine lines1 starting from the


bottom left (right) corners have r = ±2N (the factor of 2 accounts for spin degeneracy) with N = 1, 2 ⋯ corresponding to spin-unpolarized quantum Hall states, while in only Fig. 1a, the


lines that start from half-filling (〈n〉 = 2) at zero-field and have r = ± 4(N + 1/2) (the factor of 4 accounts for spin and sub-lattice degeneracy) with N = 0, 1, 2 ⋯ indicating the


anomalous quantum Hall effect40,41,42. Thus, the honeycomb lattice is more closely aligned to the physics observed in MATBG than is the square lattice.

Fig. 1: Noninteracting


compressibility for square and honeycomb lattice.


Noninteracting compressibility as a function of magnetic flux ϕ and electron density 〈n〉 for (a) honeycomb lattice (Nsite = 36 × 36 × 2) and (b) square lattice (Nsite = 40 × 40) at β/t = 20.


The leading quantum Hall states are labeled with the corresponding Chern number.

Full size imageTurning on interactions


Next, we explore how interactions change this pattern in the honeycomb lattice. We use DQMC to calculate the compressibility,

$$\chi =\beta {\chi }_{c}=\frac{\beta


}{N}\mathop{\sum}\limits_{{{{\bf{i}}}},{{{\bf{j}}}}}\left[\langle {n}_{{{{\bf{i}}}}}{n}_{{{{\bf{j}}}}}\rangle -\langle {n}_{{{{\bf{i}}}}}\rangle \langle {n}_{{{{\bf{j}}}}}\rangle \right],$$


(2)


in the presence of Hubbard interactions, where χc is the charge correlation function. Due to the Fermionic sign problem, we are only able to calculate the compressibility for the full


density and flux region for a system size Nsite = 6 × 6 × 2 with an interaction strength up to U/t = 4 and temperature as low as T/t = 0.125 (or β = 8t−1). In the first row of Fig. 2, as U


increases, the non-interacting lines in the compressibility are softened and a middle vertical line appears as a single-particle gap develops. At the largest U/t = 4, we can still observe


the dominant and sub-dominant lines, indicating the resilience of the non-interacting quantum Hall effect against interactions. Note that the lines not merging at ϕ/ϕ0 = 0, 0.5 in Fig. 2b, c


is due to strong finite size effects (see Supplementary Figs. 1 and 2) and thus disregarded in Fig. 2e, f. Also of note is the emergence of a new feature at 〈n〉 = 2 for U/t = 4. This


corresponds to a dip in the density of states, a precursor to the Mott gap43,44. The second row of these figures corresponds to a simulation at the lower temperature of β = 20/t for U = 0


and U/t = 2. Figure 2d shows a sharpening of the Diophantine features as the temperature is lowered by more than a factor of two to β = 20/t. At U/t = 2, the vertical line at 〈n〉 = 2


possibly indicates a gap opening for finite field. At this temperature, even for such a modest value of U, the suppression of the density of states is evident and the corresponding insulator


is antiferromagnetic (see Supplementary Fig. 6). Also of note is the state indicated by the solid red line in Fig. 2c, e. This line evolves as a function of the magnetic flux with a slope


of unity. Such a state is absent from the non-interacting sequence as it has a Chern number of ±1. Notably this state is visible in the map of the spin correlation (Fig. 2f),

$${\chi


}_{s}=\mathop{\sum}\limits_{{{{\bf{r}}}}}S({{{\bf{r}}}})=\frac{1}{N}\mathop{\sum}\limits_{{{{\bf{i}}}},{{{\bf{r}}}}}\langle {S}_{{{{\bf{i}}}}}^{z}{S}_{{{{\bf{i}}}}+{{{\bf{r}}}}}^{z}\rangle


.$$ (3)


In fact, the light features in Fig. 2f reveal that these possibly incompressible states all have a markedly enhanced spin correlation with distinct slopes as a function of magnetic flux and


density which differ from those of the non-interacting system even at much lower temperatures (see Supplementary Fig. 4). It is the origin of these states that is the principal focus of this


paper.

Fig. 2: Compressibility and spin correlation in the presence of interactions.


Compressibility as a function of magnetic flux and electron density in an Nsite = 36 × 36 × 2 cluster for (a, d) U/t = 0; an Nsite = 6 × 6 × 2 cluster for (b, e) U/t = 2 and (c) U/t = 4. The


first row is for the inverse temperature β = 8/t and the second row for β = 20/t. Panel (f) shows the corresponding spin correlation at U/t = 2 and β = 20/t. It has a reverse color bar


compared to those of the charge compressibilty.

Full size image


We gain further insight into the possible emergence of incompressible states by taking slices through the charge correlation, χc = χ/β, at particular values of the magnetic flux. In Fig.


3a–c, we show the charge correlation explicitly at ϕ/ϕ0 = 11/36, chosen to avoid finite-size effects (see Supplementary Figs. 1 and 2) for the honeycomb lattice and ϕ/ϕ0 = 2/9 for the square


lattice. For the honeycomb lattice, Fig. 3a, b illustrates that as the temperature is lowered from β = 8/t to β = 20/t, the dual-dip feature for U = 0 in the vicinity of 〈n〉 = 2 gives rise


to a full quantum Hall state. With the interaction increasing to U = 4t, this dual-dip feature contains a depression precisely at 〈n〉 = 2. This is the incompressible Mott gap at 〈n〉 = 


243,44. Panel Fig. 3c displays the analogous trend for the square lattice. Away from half-filling, we find several emergent states which have a suppressed charge correlation indicating the


possible onset of a gap. The states occur around fillings of 〈n〉 = 11/36 and 11/12. The same is true of their particle-hole equivalents. It is precisely the first of such states that is


highlighted in red in Fig. 2e. The analogous states are also present for the square lattice in Fig. 3c. All such dips in χc are enhanced as the interaction strength increases. Further, such


behavior persists even as the system size increases (see Supplementary Fig. 3). To uncover the possible cause of these states, we focus on the spin susceptibility χs. For U = 0, χc = 4χs.


However, the second row of Fig. 3 shows that whenever the charge correlation exhibits an interaction-driven dip, the spin correlation shows a peaked structure. Figure 3e shows that as the


temperature is lowered, the peak of the spin correlation increases at the fillings where the charge correlation develops a dip.

Fig. 3: Compressibility and spin correlation at a specific


magnetic flux.


The first row shows the charge correlation at varying interaction strength with different fixed parameter sets. Panel (a) and (b) are for the honeycomb lattice at ϕ/ϕ0 = 11/36, while panel


(c) is for the square lattice at ϕ/ϕ0 = 2/9. The corresponding temperatures are (a) β = 8/t, (b) β = 20/t, and (c) β = 5/tsq (tsq is the nearest neighbor hopping for the square lattice).


Panels (d–f) in the second row show the corresponding spin correlation and shares the same legend as does the first row.

Full size image


Now we look at the full density- and magnetic-flux-dependent spin correlation χs for U/t = 2 and U/t = 4 in Fig. 4a and b respectively at their lowest temperatures. Straight lines with


inverse slope corresponding to Chern number C = ±1, 3, 5 are plotted and found to be aligned with the ridges of the spin correlation. We choose one representative point (not the brightest)


at each line and study its temperature evolution at different values of U, presented in Fig. 4c–e. In all cases, when U = 0, the spin correlation deceases along with temperature. However,


for a finite U, the spin correlation blows up as the temperature decreases (below a critical temperature for Fig. 4d and e). The ultimate spin state is revealed from a spatial map of the


real-space static spin susceptibility:

$$S({{{\bf{r}}}},\omega =0)=\frac{1}{N}\int\nolimits_{0}^{\beta }\mathop{\sum}\limits_{{{{\bf{i}}}}}\langle {S}_{{{{\bf{i}}}}+{{{\bf{r}}}}}^{z}(\tau


){S}_{{{{\bf{i}}}}}^{z}(0)\rangle d\tau ,$$ (4)


presented in Fig. 4f–h, at U/t = 2 and the lowest temperature (β = 30/t as circled in Fig. 4c–e respectively). This quantity is more sensitive in detecting fluctuating order at finite


temperature than the zero-time spin correlation45. The color map signifies positive spin correlation across the lattice relative to the site at the origin. Such same-sign correlations are


indicative of ferromagnetism. Figure 4f for a Chen number C = 1 exhibits a strong ferromagnetic susceptibility. Figure 4g with a Chen number C = 3 also displays a clear ferromagnetic


pattern. Figure 4h corresponding to Chen number C = 5 reveals an evident tendency towards ferromagnetism at lower T, though not fully ferromagnetic as in the other cases. In addition, we


also expect the C = ±1 ferromagnetic states to exist in the middle of Fig. 4a, b (as depicted by the dashed line) with extrapolation to 〈n〉 = 2 at zero flux. But limited by the sign problem,


we have not yet been able to investigate low enough temperature to unearth a clear ferromagnetic pattern at these densities.

Fig. 4: Spin correlation and ferromagnetic states.


The first row shows the spin correlation at (a) U/t = 2, β = 20/t and (b) U/t = 4, β = 8/t, with the green lines depicting the odd integer Chern states aligned with the ridge of the spin


correlation. Panels (c–e) in the second row show the spin correlation for selected points (marked at each Chern state in panels (a) and (b)) as a function of temperature under different


interaction strengths. Panels (f–h) in the third row present the real-space zero-frequency spin susceptibility pattern for the circled points in the corresponding second row (at U/t = 2 and


the lowest temperature β = 30/t).

Full size image


The full picture is now apparent. The charge dips and enhanced spin correlations, which have no counterpart in the non-interacting system in Fig. 2, correspond to ferromagnetic insulators


with odd integer Chern numbers. Both the spin correlations and magnitude of the charge gap are enhanced as the temperature is lowered. The same trend holds for the square lattice as is


evident from Fig. 3c, f. This behavior matches expectations from quantum Hall ferromagnetism, but here we show that local interactions are sufficient to induce odd Chern integer states on


both the honeycomb and square lattices. We are led to the conclusion that such insulating states are generically present in bipartite lattices with interactions with no need for fine-tuning


or single-particle splitting. While there is some indication of charge ordering (see Supplementary Fig. 5), it is not compelling at this level of study and hence we leave this for a future


publication.


We finally display the benchmark calculation of the Hofstadter spectrum as defined by the local density of states, the quantity directly measured experimentally. Our focus in Fig. 5 is at


half-filling and U/t = 2, 4, obtained from constructing an analytic continuation with Differential Evolution for Analytic Continuation (DEAC) on the DQMC local Green function. The comparison


between DEAC and the analytical result at U = 0 (see Supplementary Fig. 7) gives us some idea about the resolution of DEAC and offers a guide as to how to interpret the interacting system


results. Since there is no sign problem at half-filling, we are able to conduct the calculation at a low temperature (β = 30/t). Panels Fig. 5a, b show how the antiferromagnetic gap comes


into full view by U/t = 4 and some hint of it appears already at the modest value of U/t = 2 only with finite magnetic field. The gap at U/t = 2 is most likely to be of the Slater type46,47


because the interaction strength is only around 1/3 of the bare bandwidth and the insulating state appears at much lower temperature than that required for the formation of antiferromagnetic


correlation. On the other hand, the gap at U/t = 4 is closer to a Mott gap because it is established at a much high temperature (shown in Fig. 2c), consistent with previous studies on the


Hubbard model in honeycomb lattice43,44. While the corresponding experimental figure is at variable filling18, which is inaccessible because of the sign problem, the overall features


qualitatively reproduce the experimental results for moderate values of U/t = 2.

Fig. 5: Density of states at half-filling.


The density of states at half-filling (〈n〉 = 2) and β = 30/t for (a) U/t = 2 and (b) U/t = 4.

Full size imageDiscussion


We have studied here the evolution of the excitation spectrum of a Hubbard-interacting electron gas in the presence of a strong perpendicular magnetic field on bipartite lattices. We have


shown that while the interactions preserve the non-interacting integer quantum and anomalous Hall states, new states do emerge from the interactions. In addition to the antiferromagnetic gap


at half-filling, we have discovered a series of odd-integer Chern insulating ferromagnetic states which exhibit enhanced positive spin correlations as the temperature is lowered. In light


of ferromagnetism as the underlying cause of the insulating states, that the Chern number is odd is easily understood. Our work suggests ferromagnetism is generic requiring just modest


magnetic fields and strong interactions to generate the full sequence of odd-integer states. Note while the sequence we observe departs from the middle or the edge of the band, an


odd-integer sequence emanating from the 〈n〉 = 1 or 〈n〉 = 3 fillings on the honeycomb lattice would require spin-orbit coupling in the Hamiltonian, thereby generalizing the utility of this


work.

Methods


We study the Hofstadter-Hubbard model on a honeycomb lattice,

$$\begin{array}{lll}H=\,-\,t\mathop{\sum}\limits_{\langle {{{\bf{i}}}}{{{\bf{j}}}}\rangle \sigma }\exp (i{\phi


}_{{{{\bf{i}}}},{{{\bf{j}}}}}){c}_{{{{\bf{i}}}}\sigma }^{{\dagger} }{c}_{{{{\bf{j}}}}\sigma }^{{\dagger} }-\mu \mathop{\sum}\limits_{{{{\bf{i}}}},\sigma }{n}_{{{{\bf{i}}}}\sigma


}\\\qquad\,\,\, +\,U\mathop{\sum}\limits_{{{{\bf{i}}}}}({n}_{{{{\bf{i}}}}\uparrow }-\frac{1}{2})({n}_{{{{\bf{i}}}}\downarrow }-\frac{1}{2}),\end{array}$$ (5)


where t represents the nearest neighbor hopping; \({c}_{{{{\bf{i}}}}\sigma }^{{\dagger} }\) (ciσ) creates (annihilates) an electron with spin σ at site i, μ is the chemical potential, U is


the on-site interaction. Due to the presence of a uniform magnetic field, we use the Peierls substitution12 to introduce the phase through the flux threading,

$${\phi


}_{{{{\bf{i}}}},{{{\bf{j}}}}}=\frac{2\pi }{{\phi }_{0}}\int\nolimits_{{r}_{{{{\bf{i}}}}}}^{{r}_{{{{\bf{j}}}}}}{{{\bf{A}}}}\cdot d{{{\bf{l}}}},$$ (6)


where ϕ0 = h/e in the hopping term is a result of the quantized magnetic field and the integration is over the straight line path from site i to j.


We simulate this Hamiltonian Eq. (5) on a finite cluster Nsite = 2L2. The honeycomb lattice contains two sub-lattices, which explains the factor of 2, with lattice constant a = 1 and L the


number of site along either lattice basis respectively for each sub-lattice. We adjust the modified periodic boundary conditions in Ref. 48 to the honeycomb lattice. To obtain a single-value


wave function requires the flux quantization condition ϕ/ϕ0 = nf/Nc with nf an integer and Nc = L2 the number of unit cells. The symmetric gauge \({{{\bf{A}}}}=(x\hat{y}-y\hat{x})B/2\) is


chosen for this calculation.


We apply DQMC49,50,51 to this model Eq. (5) and calculate the compressibility and Green function. The jackknife resampling is used to estimate the standard error of the mean as error bars in


DQMC results. With the local Green function, we compute the local density of states using the recently developed DEAC52.

Data availability


The data for this study is available at https://zenodo.org/record/7608167#.Y-AxyezML6g.

Code availability


The DQMC code used for this project can be obtained at https://github.com/edwnh.


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Acknowledgements


B.E.F., P.M., P.W.P., and J.Y. acknowledge support for the computation and conception of this project from Quantum Sensing and Quantum Materials (QSQM), an Energy Frontier Research Center


funded by the US Department of Energy (DOE), Office of Science, Basic Energy Sciences (BES), under award no. DE-SC0021238. E.W.H. was supported by the Gordon and Betty Moore Foundation EPiQS


Initiative through the grants GBMF 4305 and GBMF 8691. This work used an analysis of insulating states in MATBG funded through DMR-2111379 for his work on MATBG. P.M. thanks Nathan Nichols


for the help on DEAC simulation. The DQMC calculation of this work used the Advanced Cyberinfrastructure Coordination Ecosystem: Services & Support (ACCESS) Expanse supercomputer through the


research allocation TG-PHY220042, which is supported by National Science Foundation grant number ACI-154856253.


Author informationAuthors and Affiliations Department of Physics and Institute of Condensed Matter Theory, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA


Peizhi Mai, Edwin W. Huang & Philip W. Phillips


Department of Applied Physics, Stanford University, Stanford, CA, 94305, USA


Jiachen Yu


Geballe Laboratory of Advanced Materials, Stanford, CA, 94305, USA


Jiachen Yu & Benjamin E. Feldman


Department of Physics, Stanford University, Stanford, CA, 94305, USA


Benjamin E. Feldman


Stanford Institute for Materials and Energy Sciences, SLAC National Accelerator Laboratory, Menlo Park, CA, 94025, USA


Benjamin E. Feldman


AuthorsPeizhi MaiView author publications You can also search for this author inPubMed Google Scholar


Edwin W. HuangView author publications You can also search for this author inPubMed Google Scholar


Jiachen YuView author publications You can also search for this author inPubMed Google Scholar


Benjamin E. FeldmanView author publications You can also search for this author inPubMed Google Scholar


Philip W. PhillipsView author publications You can also search for this author inPubMed Google Scholar

Contributions


E.W.H. and P.M. developed the DQMC code. P.M. carried out the calculations. All authors analyzed the results and wrote the manuscript. B.E.F. and P.W.P. supervised the project.


Corresponding author Correspondence to Philip W. Phillips.

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About this articleCite this article Mai, P., Huang, E.W., Yu, J. et al. Interaction-driven spontaneous ferromagnetic insulating states with odd Chern numbers. npj Quantum Mater. 8, 14


(2023). https://doi.org/10.1038/s41535-023-00544-z


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Received: 04 October 2022


Accepted: 13 February 2023


Published: 09 March 2023


DOI: https://doi.org/10.1038/s41535-023-00544-z


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