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I recently came across this overview which discusses some results in the theory of critical phenomena. It is already quite old and I would like to know if there are other (more recent) overviews in the same lines of this one.

I am particularly interested (but not restricted to) in the following question. In the physics literature, it is often said that correlation functions of lattice spin systems satisfy a decay: $$\langle \varphi(x)\varphi(y)\rangle \sim f(|x-y|)e^{-|x-y|/\xi}$$ for some sub-exponential function $f$. Here, $\xi$ is the correlation length. The correlation length is supposed to satisfy $\xi \to \infty$ at criticality, so that at the critical point the above correlation has a decay of the form: $$\langle \varphi(x)\varphi(y)\rangle \sim \frac{1}{|x-y|^{\alpha}}$$ for some exponent $\alpha$.

I would like to better understand to which degree this is true. More precisely, to which models does this reasoning apply and what rigorous results we already have in this direction.

I am not looking for a paper which proves general results in a 100 pages. Instead, I am looking for an overview which gives the reader some definitions and the basic ideas and points out references where these results were discussed or proved.

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Fernández, Fröhlich, and Sokal give an overview of a rigorous analysis of critical phenomena based on random-walk expansions, in their 1992 monograph.

A field theory approach to fermionic systems is reviewed in Gentle introduction to rigorous Renormalization Group (2021). For a very recent brief overview see Rigorous renormalization group (2023).

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