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On showing question to another person, they were briefly confused by the frequent absolute value bars where they weren't strictly needed. Fixed.
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user196574
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Consider the following three nearest-neighbor stat-mech Hamiltonians on the 2$d$ square lattice: $$H_{1} = -J\sum_{\langle ij \rangle} \left|\sin\left(\frac{\theta_i - \theta_j}{2}\right)\right| $$ $$H_{2} = -J\sum_{\langle ij \rangle} \sin\left(\frac{\theta_i - \theta_j}{2}\right)^2$$ $$H_{4} = -J\sum_{\langle ij \rangle} \sin\left(\frac{\theta_i - \theta_j}{2}\right)^4$$ Consider $i$ and $j$ a large distance $r$ apart. How does the spin-spin correlation function $\langle \cos(\theta_i - \theta_{j})\rangle$ for $i$ and $j$ a distance $r$ apart depend on $r$ at small temperature $T$?

As I explain below, I naively expect that in the three respective situations above, the correlator tends to a constant, decays algebraically as $\sim \frac{1}{r^{\eta}}$, and decays exponentially $\sim e^{-\frac{r}{\xi}}$. Here, I only write the leading functional behavior. However, I'm prepared to be surprised!


The above models are all ferromagnetic, and it's tempting that at low temperatures, $\theta_i$ and $\theta_j$ will be close together for $i$ and $j$ nearest neighbors. My motivation for this question comes from trying to understand whether Taylor expansions of the Hamiltonian, and resulting classical field theories, are indeed valid.

Note that my $H_2$ matches the regular classical $XY$ model of $H_{XY} = -J \sum_{\langle ij \rangle} \cos(\theta_i - \theta_j)$ up to a multiplicative factor of $2$ and a constant offset. $H_2$ is well-known for its BKT transition, where, at low temperatures, the model has algebraically decaying correlation functions. To see this behvaior, in lecture notes and textbooks (e.g. Altland and Simons chapter 8.6), one begins by considering the low temperature behavior of the model in the continuum limit. Here, one integrates over the functional integrand of $e^{-S[\theta]}$ with the action $S$ corresponding to $$S = K\int\mathrm{d}^2x\ |\vec{\nabla}\theta|^2$$ for an appropriate constant $K$ proportional to $\beta$ and $J$. At low temperatures, where one can ignore the periodicity of $\theta$, it is straightforward to see that spin-spin correlation functions decay algebraically with distance.

I feel a naive variant of the above action, motivated by Taylor-expanding the Hamiltonians above, would be

$$S_1 = K_1 \left( \left|\frac{d \theta}{dx}\right| + \left|\frac{d \theta}{dy}\right| \right)$$ $$S_2 = K_2 \left( \left|\frac{d \theta}{dx}\right|^2 + \left|\frac{d \theta}{dy}\right|^2 \right) = K_2 |\vec{\nabla} \theta |^2$$$$S_2 = K_2 \left( \left(\frac{d \theta}{dx}\right)^2 + \left(\frac{d \theta}{dy}\right)^2 \right) = K_2 |\vec{\nabla} \theta |^2$$ $$S_4 = K_4 \left( \left|\frac{d \theta}{dx}\right|^4 + \left|\frac{d \theta}{dy}\right|^4 \right)$$$$S_4 = K_4 \left( \left(\frac{d \theta}{dx}\right)^4 + \left(\frac{d \theta}{dy}\right)^4 \right)$$

where $K_i$ are constants proportional to $\beta$ and $J$.

I believe these three field theories predict rather different behavior for the correlation functions. $S_2$ corresponds to the $XY$ action, with an algebraic decay. $S_4$ has very weak penalties for spin-waves and vortices, so it's tempting the correlation function would in fact feature an exponential decay. $S_1$ appears to me to strongly penalize spin-waves and vortices, and so it's tempting that this might correspond to a symmetry-broken state with the leading asymptotic behavior being constant.

However, I am relatively unfamiliar with going from classical lattice Hamiltonians to field theories, and I'm also unfamiliar with extracting the relevant information from non-quadratic field theories. It's possible I have flaws in my argument at multiple steps, and I'm open to learning new methods of deducing how correlation functions decay (or don't decay) at low temperature. I am also happy to accept references discussing related models, if the methods in those papers or textbooks are valid and can be applied to the models above, particularly $H_1$ and $H_4$.

Consider the following three nearest-neighbor stat-mech Hamiltonians on the 2$d$ square lattice: $$H_{1} = -J\sum_{\langle ij \rangle} \left|\sin\left(\frac{\theta_i - \theta_j}{2}\right)\right| $$ $$H_{2} = -J\sum_{\langle ij \rangle} \sin\left(\frac{\theta_i - \theta_j}{2}\right)^2$$ $$H_{4} = -J\sum_{\langle ij \rangle} \sin\left(\frac{\theta_i - \theta_j}{2}\right)^4$$ Consider $i$ and $j$ a large distance $r$ apart. How does the spin-spin correlation function $\langle \cos(\theta_i - \theta_{j})\rangle$ for $i$ and $j$ a distance $r$ apart depend on $r$ at small temperature $T$?

As I explain below, I naively expect that in the three respective situations above, the correlator tends to a constant, decays algebraically as $\sim \frac{1}{r^{\eta}}$, and decays exponentially $\sim e^{-\frac{r}{\xi}}$. Here, I only write the leading functional behavior. However, I'm prepared to be surprised!


The above models are all ferromagnetic, and it's tempting that at low temperatures, $\theta_i$ and $\theta_j$ will be close together for $i$ and $j$ nearest neighbors. My motivation for this question comes from trying to understand whether Taylor expansions of the Hamiltonian, and resulting classical field theories, are indeed valid.

Note that my $H_2$ matches the regular classical $XY$ model of $H_{XY} = -J \sum_{\langle ij \rangle} \cos(\theta_i - \theta_j)$ up to a multiplicative factor of $2$ and a constant offset. $H_2$ is well-known for its BKT transition, where, at low temperatures, the model has algebraically decaying correlation functions. To see this behvaior, in lecture notes and textbooks (e.g. Altland and Simons chapter 8.6), one begins by considering the low temperature behavior of the model in the continuum limit. Here, one integrates over the functional integrand of $e^{-S[\theta]}$ with the action $S$ corresponding to $$S = K\int\mathrm{d}^2x\ |\vec{\nabla}\theta|^2$$ for an appropriate constant $K$ proportional to $\beta$ and $J$. At low temperatures, where one can ignore the periodicity of $\theta$, it is straightforward to see that spin-spin correlation functions decay algebraically with distance.

I feel a naive variant of the above action, motivated by Taylor-expanding the Hamiltonians above, would be

$$S_1 = K_1 \left( \left|\frac{d \theta}{dx}\right| + \left|\frac{d \theta}{dy}\right| \right)$$ $$S_2 = K_2 \left( \left|\frac{d \theta}{dx}\right|^2 + \left|\frac{d \theta}{dy}\right|^2 \right) = K_2 |\vec{\nabla} \theta |^2$$ $$S_4 = K_4 \left( \left|\frac{d \theta}{dx}\right|^4 + \left|\frac{d \theta}{dy}\right|^4 \right)$$

where $K_i$ are constants proportional to $\beta$ and $J$.

I believe these three field theories predict rather different behavior for the correlation functions. $S_2$ corresponds to the $XY$ action, with an algebraic decay. $S_4$ has very weak penalties for spin-waves and vortices, so it's tempting the correlation function would in fact feature an exponential decay. $S_1$ appears to me to strongly penalize spin-waves and vortices, and so it's tempting that this might correspond to a symmetry-broken state with the leading asymptotic behavior being constant.

However, I am relatively unfamiliar with going from classical lattice Hamiltonians to field theories, and I'm also unfamiliar with extracting the relevant information from non-quadratic field theories. It's possible I have flaws in my argument at multiple steps, and I'm open to learning new methods of deducing how correlation functions decay (or don't decay) at low temperature. I am also happy to accept references discussing related models, if the methods in those papers or textbooks are valid and can be applied to the models above, particularly $H_1$ and $H_4$.

Consider the following three nearest-neighbor stat-mech Hamiltonians on the 2$d$ square lattice: $$H_{1} = -J\sum_{\langle ij \rangle} \left|\sin\left(\frac{\theta_i - \theta_j}{2}\right)\right| $$ $$H_{2} = -J\sum_{\langle ij \rangle} \sin\left(\frac{\theta_i - \theta_j}{2}\right)^2$$ $$H_{4} = -J\sum_{\langle ij \rangle} \sin\left(\frac{\theta_i - \theta_j}{2}\right)^4$$ Consider $i$ and $j$ a large distance $r$ apart. How does the spin-spin correlation function $\langle \cos(\theta_i - \theta_{j})\rangle$ for $i$ and $j$ a distance $r$ apart depend on $r$ at small temperature $T$?

As I explain below, I naively expect that in the three respective situations above, the correlator tends to a constant, decays algebraically as $\sim \frac{1}{r^{\eta}}$, and decays exponentially $\sim e^{-\frac{r}{\xi}}$. Here, I only write the leading functional behavior. However, I'm prepared to be surprised!


The above models are all ferromagnetic, and it's tempting that at low temperatures, $\theta_i$ and $\theta_j$ will be close together for $i$ and $j$ nearest neighbors. My motivation for this question comes from trying to understand whether Taylor expansions of the Hamiltonian, and resulting classical field theories, are indeed valid.

Note that my $H_2$ matches the regular classical $XY$ model of $H_{XY} = -J \sum_{\langle ij \rangle} \cos(\theta_i - \theta_j)$ up to a multiplicative factor of $2$ and a constant offset. $H_2$ is well-known for its BKT transition, where, at low temperatures, the model has algebraically decaying correlation functions. To see this behvaior, in lecture notes and textbooks (e.g. Altland and Simons chapter 8.6), one begins by considering the low temperature behavior of the model in the continuum limit. Here, one integrates over the functional integrand of $e^{-S[\theta]}$ with the action $S$ corresponding to $$S = K\int\mathrm{d}^2x\ |\vec{\nabla}\theta|^2$$ for an appropriate constant $K$ proportional to $\beta$ and $J$. At low temperatures, where one can ignore the periodicity of $\theta$, it is straightforward to see that spin-spin correlation functions decay algebraically with distance.

I feel a naive variant of the above action, motivated by Taylor-expanding the Hamiltonians above, would be

$$S_1 = K_1 \left( \left|\frac{d \theta}{dx}\right| + \left|\frac{d \theta}{dy}\right| \right)$$ $$S_2 = K_2 \left( \left(\frac{d \theta}{dx}\right)^2 + \left(\frac{d \theta}{dy}\right)^2 \right) = K_2 |\vec{\nabla} \theta |^2$$ $$S_4 = K_4 \left( \left(\frac{d \theta}{dx}\right)^4 + \left(\frac{d \theta}{dy}\right)^4 \right)$$

where $K_i$ are constants proportional to $\beta$ and $J$.

I believe these three field theories predict rather different behavior for the correlation functions. $S_2$ corresponds to the $XY$ action, with an algebraic decay. $S_4$ has very weak penalties for spin-waves and vortices, so it's tempting the correlation function would in fact feature an exponential decay. $S_1$ appears to me to strongly penalize spin-waves and vortices, and so it's tempting that this might correspond to a symmetry-broken state with the leading asymptotic behavior being constant.

However, I am relatively unfamiliar with going from classical lattice Hamiltonians to field theories, and I'm also unfamiliar with extracting the relevant information from non-quadratic field theories. It's possible I have flaws in my argument at multiple steps, and I'm open to learning new methods of deducing how correlation functions decay (or don't decay) at low temperature. I am also happy to accept references discussing related models, if the methods in those papers or textbooks are valid and can be applied to the models above, particularly $H_1$ and $H_4$.

Tried to make the first part of the question more cohesive and self-contained. Noted that I am open to references.
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user196574
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Consider the following three nearest-neighbor stat-mech Hamiltonians on the 2$d$ square lattice: $$H_{1} = -J\sum_{\langle ij \rangle} \left|\sin\left(\frac{\theta_i - \theta_j}{2}\right)\right| $$ $$H_{2} = -J\sum_{\langle ij \rangle} \sin\left(\frac{\theta_i - \theta_j}{2}\right)^2$$ $$H_{4} = -J\sum_{\langle ij \rangle} \sin\left(\frac{\theta_i - \theta_j}{2}\right)^4$$ At low temperaturesConsider $T$$i$ and $j$ a large distancesdistance $r$ in these three models, howapart. How does the spin-spin correlation function $\cos(\theta_i - \theta_{j})$$\langle \cos(\theta_i - \theta_{j})\rangle$ for $i$ and $j$ a distance $r$ apart depend on $r$ at small temperature $T$?

As I explain below, I naively expect that in the three respective situations above, the correlator tends to a constant, decays algebraically as $\sim \frac{1}{r^{\eta}}$, and decays exponentially $\sim e^{-\frac{r}{\xi}}$. Here, I only write the leading functional behavior. However, I'm prepared to be surprised!


The above models are all ferromagnetic, and it's tempting that at low temperatures, $\theta_i$ and $\theta_j$ will be close together for $i$ and $j$ nearest neighbors. My motivation for this question comes from trying to understand whether Taylor expansions of the Hamiltonian, and resulting classical field theories, are indeed valid.

Note that my $H_2$ matches the regular classical $XY$ model of $H_{XY} = -J \sum_{\langle ij \rangle} \cos(\theta_i - \theta_j)$ up to a multiplicative factor of $2$ and a constant offset. $H_2$ is well-known for its BKT transition, where, at low temperatures, the model has algebraically decaying correlation functions. To see this behvaior, in lecture notes and textbooks (e.g. Altland and Simons chapter 8.6), one begins by considering the low temperature behavior of the model in the continuum limit. Here, one integrates over the functional integrand of $e^{-S[\theta]}$ with the action $S$ corresponding to $$S = K\int\mathrm{d}^2x\ |\vec{\nabla}\theta|^2$$ for an appropriate constant $K$ proportional to $\beta$ and $J$. At low temperatures, where one can ignore the periodicity of $\theta$, it is straightforward to see that spin-spin correlation functions decay algebraically with distance.

I feel a naive variant of the above action, motivated by Taylor-expanding the Hamiltonians above, would be

$$S_1 = K_1 \left( \left|\frac{d \theta}{dx}\right| + \left|\frac{d \theta}{dy}\right| \right)$$ $$S_2 = K_2 \left( \left|\frac{d \theta}{dx}\right|^2 + \left|\frac{d \theta}{dy}\right|^2 \right) = K_2 |\vec{\nabla} \theta |^2$$ $$S_4 = K_4 \left( \left|\frac{d \theta}{dx}\right|^4 + \left|\frac{d \theta}{dy}\right|^4 \right)$$

where $K_i$ are constants proportional to $\beta$ and $J$.

I believe these three field theories predict rather different behavior for the correlation functions. $S_2$ corresponds to the $XY$ action, with an algebraic decay. $S_4$ has very weak penalties for spin-waves and vortices, so it's tempting the correlation function would in fact feature an exponential decay. $S_1$ appears to me to strongly penalize spin-waves and vortices, and so it's tempting that this might correspond to a symmetry-broken state with the leading asymptotic behavior being constant.

However, I am relatively unfamiliar with going from classical lattice Hamiltonians to field theories, and I'm also unfamiliar with extracting the relevant information from (nonnon-quadratic!) field theories. It's possible I have flaws in my argument at multiple steps. Thus, I hope that in learning the answerand I'm open to the behaviorlearning new methods of the spin-spindeducing how correlation functionfunctions decay $\cos(\theta_i - \theta_j)$(or don't decay) at far-apartlow temperature. I am also happy to accept references discussing related models, if the methods in those papers or textbooks are valid and can be applied to the models above, particularly $i$$H_1$ and $j$, I'll better understand some of these steps$H_4$.

Consider the following three nearest-neighbor stat-mech Hamiltonians on the 2$d$ square lattice: $$H_{1} = -J\sum_{\langle ij \rangle} \left|\sin\left(\frac{\theta_i - \theta_j}{2}\right)\right| $$ $$H_{2} = -J\sum_{\langle ij \rangle} \sin\left(\frac{\theta_i - \theta_j}{2}\right)^2$$ $$H_{4} = -J\sum_{\langle ij \rangle} \sin\left(\frac{\theta_i - \theta_j}{2}\right)^4$$ At low temperatures $T$ and large distances $r$ in these three models, how does the spin-spin correlation function $\cos(\theta_i - \theta_{j})$ for $i$ and $j$ a distance $r$ apart depend on $r$?


The above models are all ferromagnetic, and it's tempting that at low temperatures, $\theta_i$ and $\theta_j$ will be close together for $i$ and $j$ nearest neighbors. My motivation for this question comes from trying to understand whether Taylor expansions of the Hamiltonian, and resulting classical field theories, are indeed valid.

Note that my $H_2$ matches the regular classical $XY$ model of $H_{XY} = -J \sum_{\langle ij \rangle} \cos(\theta_i - \theta_j)$ up to a multiplicative factor of $2$ and a constant offset. $H_2$ is well-known for its BKT transition, where, at low temperatures, the model has algebraically decaying correlation functions. To see this behvaior, in lecture notes and textbooks (e.g. Altland and Simons chapter 8.6), one begins by considering the low temperature behavior of the model in the continuum limit. Here, one integrates over the functional integrand of $e^{-S[\theta]}$ with the action $S$ corresponding to $$S = K\int\mathrm{d}^2x\ |\vec{\nabla}\theta|^2$$ for an appropriate constant $K$ proportional to $\beta$ and $J$. At low temperatures, where one can ignore the periodicity of $\theta$, it is straightforward to see that spin-spin correlation functions decay algebraically with distance.

I feel a naive variant of the above action, motivated by Taylor-expanding the Hamiltonians above, would be

$$S_1 = K_1 \left( \left|\frac{d \theta}{dx}\right| + \left|\frac{d \theta}{dy}\right| \right)$$ $$S_2 = K_2 \left( \left|\frac{d \theta}{dx}\right|^2 + \left|\frac{d \theta}{dy}\right|^2 \right) = K_2 |\vec{\nabla} \theta |^2$$ $$S_4 = K_4 \left( \left|\frac{d \theta}{dx}\right|^4 + \left|\frac{d \theta}{dy}\right|^4 \right)$$

where $K_i$ are constants proportional to $\beta$ and $J$.

I believe these three field theories predict rather different behavior for the correlation functions. $S_2$ corresponds to the $XY$ action, with an algebraic decay. $S_4$ has very weak penalties for spin-waves and vortices, so it's tempting the correlation function would in fact feature an exponential decay. $S_1$ appears to me to strongly penalize spin-waves and vortices, and so it's tempting that this might correspond to a symmetry-broken state with the leading asymptotic behavior being constant.

However, I am relatively unfamiliar with going from classical lattice Hamiltonians to field theories, and I'm also unfamiliar with extracting the relevant information from (non-quadratic!) field theories. It's possible I have flaws in my argument at multiple steps. Thus, I hope that in learning the answer to the behavior of the spin-spin correlation function $\cos(\theta_i - \theta_j)$ at far-apart $i$ and $j$, I'll better understand some of these steps.

Consider the following three nearest-neighbor stat-mech Hamiltonians on the 2$d$ square lattice: $$H_{1} = -J\sum_{\langle ij \rangle} \left|\sin\left(\frac{\theta_i - \theta_j}{2}\right)\right| $$ $$H_{2} = -J\sum_{\langle ij \rangle} \sin\left(\frac{\theta_i - \theta_j}{2}\right)^2$$ $$H_{4} = -J\sum_{\langle ij \rangle} \sin\left(\frac{\theta_i - \theta_j}{2}\right)^4$$ Consider $i$ and $j$ a large distance $r$ apart. How does the spin-spin correlation function $\langle \cos(\theta_i - \theta_{j})\rangle$ for $i$ and $j$ a distance $r$ apart depend on $r$ at small temperature $T$?

As I explain below, I naively expect that in the three respective situations above, the correlator tends to a constant, decays algebraically as $\sim \frac{1}{r^{\eta}}$, and decays exponentially $\sim e^{-\frac{r}{\xi}}$. Here, I only write the leading functional behavior. However, I'm prepared to be surprised!


The above models are all ferromagnetic, and it's tempting that at low temperatures, $\theta_i$ and $\theta_j$ will be close together for $i$ and $j$ nearest neighbors. My motivation for this question comes from trying to understand whether Taylor expansions of the Hamiltonian, and resulting classical field theories, are indeed valid.

Note that my $H_2$ matches the regular classical $XY$ model of $H_{XY} = -J \sum_{\langle ij \rangle} \cos(\theta_i - \theta_j)$ up to a multiplicative factor of $2$ and a constant offset. $H_2$ is well-known for its BKT transition, where, at low temperatures, the model has algebraically decaying correlation functions. To see this behvaior, in lecture notes and textbooks (e.g. Altland and Simons chapter 8.6), one begins by considering the low temperature behavior of the model in the continuum limit. Here, one integrates over the functional integrand of $e^{-S[\theta]}$ with the action $S$ corresponding to $$S = K\int\mathrm{d}^2x\ |\vec{\nabla}\theta|^2$$ for an appropriate constant $K$ proportional to $\beta$ and $J$. At low temperatures, where one can ignore the periodicity of $\theta$, it is straightforward to see that spin-spin correlation functions decay algebraically with distance.

I feel a naive variant of the above action, motivated by Taylor-expanding the Hamiltonians above, would be

$$S_1 = K_1 \left( \left|\frac{d \theta}{dx}\right| + \left|\frac{d \theta}{dy}\right| \right)$$ $$S_2 = K_2 \left( \left|\frac{d \theta}{dx}\right|^2 + \left|\frac{d \theta}{dy}\right|^2 \right) = K_2 |\vec{\nabla} \theta |^2$$ $$S_4 = K_4 \left( \left|\frac{d \theta}{dx}\right|^4 + \left|\frac{d \theta}{dy}\right|^4 \right)$$

where $K_i$ are constants proportional to $\beta$ and $J$.

I believe these three field theories predict rather different behavior for the correlation functions. $S_2$ corresponds to the $XY$ action, with an algebraic decay. $S_4$ has very weak penalties for spin-waves and vortices, so it's tempting the correlation function would in fact feature an exponential decay. $S_1$ appears to me to strongly penalize spin-waves and vortices, and so it's tempting that this might correspond to a symmetry-broken state with the leading asymptotic behavior being constant.

However, I am relatively unfamiliar with going from classical lattice Hamiltonians to field theories, and I'm also unfamiliar with extracting the relevant information from non-quadratic field theories. It's possible I have flaws in my argument at multiple steps, and I'm open to learning new methods of deducing how correlation functions decay (or don't decay) at low temperature. I am also happy to accept references discussing related models, if the methods in those papers or textbooks are valid and can be applied to the models above, particularly $H_1$ and $H_4$.

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user196574
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Three versions of the classical $XY$ model and their low-temperature behaviors

Consider the following three nearest-neighbor stat-mech Hamiltonians on the 2$d$ square lattice: $$H_{1} = -J\sum_{\langle ij \rangle} \left|\sin\left(\frac{\theta_i - \theta_j}{2}\right)\right| $$ $$H_{2} = -J\sum_{\langle ij \rangle} \sin\left(\frac{\theta_i - \theta_j}{2}\right)^2$$ $$H_{4} = -J\sum_{\langle ij \rangle} \sin\left(\frac{\theta_i - \theta_j}{2}\right)^4$$ At low temperatures $T$ and large distances $r$ in these three models, how does the spin-spin correlation function $\cos(\theta_i - \theta_{j})$ for $i$ and $j$ a distance $r$ apart depend on $r$?


The above models are all ferromagnetic, and it's tempting that at low temperatures, $\theta_i$ and $\theta_j$ will be close together for $i$ and $j$ nearest neighbors. My motivation for this question comes from trying to understand whether Taylor expansions of the Hamiltonian, and resulting classical field theories, are indeed valid.

Note that my $H_2$ matches the regular classical $XY$ model of $H_{XY} = -J \sum_{\langle ij \rangle} \cos(\theta_i - \theta_j)$ up to a multiplicative factor of $2$ and a constant offset. $H_2$ is well-known for its BKT transition, where, at low temperatures, the model has algebraically decaying correlation functions. To see this behvaior, in lecture notes and textbooks (e.g. Altland and Simons chapter 8.6), one begins by considering the low temperature behavior of the model in the continuum limit. Here, one integrates over the functional integrand of $e^{-S[\theta]}$ with the action $S$ corresponding to $$S = K\int\mathrm{d}^2x\ |\vec{\nabla}\theta|^2$$ for an appropriate constant $K$ proportional to $\beta$ and $J$. At low temperatures, where one can ignore the periodicity of $\theta$, it is straightforward to see that spin-spin correlation functions decay algebraically with distance.

I feel a naive variant of the above action, motivated by Taylor-expanding the Hamiltonians above, would be

$$S_1 = K_1 \left( \left|\frac{d \theta}{dx}\right| + \left|\frac{d \theta}{dy}\right| \right)$$ $$S_2 = K_2 \left( \left|\frac{d \theta}{dx}\right|^2 + \left|\frac{d \theta}{dy}\right|^2 \right) = K_2 |\vec{\nabla} \theta |^2$$ $$S_4 = K_4 \left( \left|\frac{d \theta}{dx}\right|^4 + \left|\frac{d \theta}{dy}\right|^4 \right)$$

where $K_i$ are constants proportional to $\beta$ and $J$.

I believe these three field theories predict rather different behavior for the correlation functions. $S_2$ corresponds to the $XY$ action, with an algebraic decay. $S_4$ has very weak penalties for spin-waves and vortices, so it's tempting the correlation function would in fact feature an exponential decay. $S_1$ appears to me to strongly penalize spin-waves and vortices, and so it's tempting that this might correspond to a symmetry-broken state with the leading asymptotic behavior being constant.

However, I am relatively unfamiliar with going from classical lattice Hamiltonians to field theories, and I'm also unfamiliar with extracting the relevant information from (non-quadratic!) field theories. It's possible I have flaws in my argument at multiple steps. Thus, I hope that in learning the answer to the behavior of the spin-spin correlation function $\cos(\theta_i - \theta_j)$ at far-apart $i$ and $j$, I'll better understand some of these steps.