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For $\beta =-b{g}^3$, ${\gamma }_{\varphi }=c{g}^2$, and $b>0$, one has ${\bar{g}}^2=g^2/(1+b{g}^2\log z)$. Integrating the field-renormalization anomalous dimension gives the displayed logarithmic factor. At large $z$, a nonzero free matching factor yields $d\sim C(\log z{)}^{c/b}$ in the printed RG sign convention.

For $A,B>0$, the nonzero zero of the renormalization-group beta function has slope ${\beta }^{\prime }(g_{\ast })=-2B^2/A<0$ and is ultraviolet attractive. The origin is infrared attractive. A fixed-point field-renormalization anomalous dimension gives a power-law quantum field theory propagator factor $d(z)\sim C{z}^{{\gamma }_{\varphi }(g_{\ast })}$. A weak fixed point is needed for control by a perturbative truncation.

A renormalizable quantum field theory requires only finitely many independent field and parameter redefinitions to remove regulator dependence from its perturbative correlation functions, order by order. The allowed local counterterms must close within that finite set; it is not necessary that the unrenormalized integrals be finite.

In four spacetime dimensions the kinetic term fixes the mass dimension of $\varphi$ to one. A coefficient multiplying ${\varphi }^k$ therefore has dimension $4-k$. Power counting excludes couplings of negative mass dimension for perturbative renormalizability. For a single scalar with a conventional nonderivative polynomial potential, the allowed form isThe constant controls vacuum energy and the linear term a possible tadpole. A field-reflection symmetry can remove the odd terms but is not necessary for renormalizability. Terms of degree above four generally require an infinite tower of counterterms when treated as fundamental interactions; they can instead be used in an effective field theory. Stability of the potential is a separate requirement, for example a positive quartic leading term, and should not be confused with the power-counting criterion.

For a graph with $E$ external scalar lines, $I$ internal lines, $L$ loops and $V_k$ vertices of degree $k$, the superficial ultraviolet divergence degree is $\omega =4L-2I$. The identities $L=I-{\sum }_k{V}_k+1$ and $2I+E={\sum }_{k}k{V}_k$ giveWhen every $k\le 4$, only the finitely many low-point local divergences, including the kinetic term, can require subtraction. Subdivergences are removed recursively by the same local counterterms. A vertex with $k>4$ instead permits arbitrarily high divergence degrees as more such vertices are added. This explains the restriction rather than merely asserting it.

The bare Lagrangian density is written in terms of regulator-dependent bare quantities, before taking the regulator away:The coefficients in $V_B$ are related to the renormalized parameters by regulator-dependent redefinitions. The wave-function renormalization supplies a kinetic counterterm. In dimensional regularization $d=4-ϵ$, a quartic coupling has a bare relation of the form ${\lambda }_B={\mu }^{ϵ}[\lambda +\delta \lambda (\lambda ,ϵ)]$, with field factors incorporated according to the chosen definition. The bare parameters and bare correlation functions are held fixed when changing the renormalization scale.

Even without a physical mass, interacting loop subtractions require a reference scale $\mu$ to define the renormalized dimensionless coupling and field normalization. Finite logarithms then involve dimensionless combinations such as $\mu |x_r-x_s|$ or $p^2/{\mu }^2$. This scale is a subtraction convention, not a new physical mass parameter. Its explicit dependence is compensated by the running coupling and field normalization.

Let $G_n=⟨\varphi (x_1)\cdots \varphi (x_n)⟩$ at separated points. Its bare counterpart satisfies $G_{B,n}=Z_{\varphi }^{n/2}{G}_n$. DefineDifferentiating $G_{B,n}$ at fixed bare theory givesThis Callan-Symanzik equation expresses independence of the arbitrary subtraction scale. The renormalization-group beta function describes the compensating coupling change; the field-renormalization anomalous dimension describes the compensating rescaling of each insertion. Coincident composite insertions would require their own additional renormalization, rather than automatically obeying this separated-point equation.

For the two-point function, set $z=p^2/{\mu }^2$ and $t=\frac{1}{2}\log z$. We consider large positive spacelike $p^2$, with continuation to other momenta as required. The dimensionless propagator factor obeysDefine $\bar{g}(0)=g$ and $d\bar{g}/dt=\beta (\bar{g})$. The renormalization-group characteristic solution for a two-point function isTo verify it, the running-coupling flow has $\beta (g){\partial }_g\bar{g}(t)=\beta (\bar{g}(t))$. Also, $\beta (g){\partial }_g{\int }_0^t\gamma (\bar{g}(s))ds=\gamma (\bar{g}(t))-\gamma (g)$. Applying ${\partial }_t-\beta (g){\partial }_g$ to the displayed expression therefore gives $2\gamma (g)d$, exactly the required differential equation. The boundary value $d(1,g)$ records the renormalization condition. This shows how the ultraviolet behaviour is determined by the coupling trajectory and its accumulated anomalous dimension: it can approach zero coupling, a nonzero fixed point, or a finite-scale singularity, depending on $\beta$.

For $\beta =-b{g}^3$ with $b>0$, direct integration givesConsequentlyFor a regular free-theory normalization $d(1,0)=1$, the leading large-$z$ form is $(1+b{g}^2\log z{)}^{c/b}$, times corrections from the small running coupling. This is asymptotic freedom with a logarithmic, rather than a fixed-power, propagator correction. The hypothetical beta and gamma functions are being used as given; this calculation does not assert that they are the actual beta and gamma functions of an arbitrary quartic scalar theory.

For the second beta function put $B=-b>0$, so $\beta (g)=B{g}^3-a{g}^5$. Its positive nonzero fixed point and linearized slope areFor $0<g<g_{\ast }$ the coupling increases with momentum, while for $g>g_{\ast }$ it decreases; each positive trajectory approaches $g_{\ast }$ in the ultraviolet. Negative initial couplings approach $-g_{\ast }$ by the odd symmetry of the beta function, with the same limiting squared coupling. The exactly zero trajectory remains zero. Thus the nonzero ultraviolet fixed point of a cubic-quintic beta function replaces asymptotic freedom by a finite-coupling ultraviolet limit, with $\bar{g}(t)-g_{\ast }=O(e^{-2B^{2}t/a})$. If the anomalous dimension is regular there, the propagator factor has fixed-point behaviour $d(z,g)\sim A(g)z^{\gamma (g_{\ast })}$ when its fixed-point boundary value is nonzero. If $\gamma (g)=c{g}^2$ is retained, the exponent is $\gamma (g_{\ast })=-cb/a$. Trusting this perturbative truncation as a statement about the underlying theory requires $g_{\ast }$ to be sufficiently small; the flow result itself follows from the specified beta function.

Loop integrals require a subtraction prescription. Even when the classical coupling constant is dimensionless and there is no mass, specifying its renormalized value means specifying a momentum or length scale at which it is measured. Dimensionless logarithms then involve that renormalization scale $\mu$. Changing $\mu$ changes the renormalized coupling constant and wave-function renormalization while leaving bare quantities fixed. In a theory whose renormalization-group beta function and anomalous dimension both vanish, this scale dependence may disappear; the generic statement concerns the interacting renormalized theory.

Write ${\varphi }_B=Z_{\varphi }^{1/2}{\varphi }_R$ and $G_{n,R}=Z_{\varphi }^{-n/2}{G}_{n,B}$. DefineBare correlation functions do not depend on the arbitrary subtraction scale. Differentiating their relation to renormalized correlation functions gives the Callan-Symanzik equationIt expresses the compensation between explicit scale dependence, running coupling and wave-function renormalization. In this convention the field scaling dimension is its engineering dimension plus ${\gamma }_{\varphi }$ at a fixed point; the critical-exponent notation $\eta$ often used for the anomalous dimension equals $2{\gamma }_{\varphi }$.

A renormalization-group fixed point satisfies $\beta (g_{\ast })=0$. It is ultraviolet attractive if the flow approaches it as $\mu \to \infty$, and infrared attractive if the flow approaches it as $\mu \to 0$. For a simple isolated zero, $\delta g\propto {\mu }^{{\beta }^{\prime }(g_{\ast })}$: a negative derivative gives ultraviolet attraction, a positive derivative infrared attraction. Marginal zeros, such as a cubic renormalization-group beta function at the origin, require looking at the first nonzero nonlinear term.

Put $z=p^2/{\mu }^2>0$, $t=\frac{1}{2}\log z$, and write the dimensionless quantum field theory propagator factor as $d(z,g)$. The two-point Callan-Symanzik equation becomesLet $\bar{g}(0)=g$ and $d\bar{g}/dt=\beta (\bar{g})$. The renormalization-group characteristic solution for a two-point function isWhere $\beta \ne 0$, the exponent is $2{\int }_g^{\bar{g}(t)}{\gamma }_{\varphi }(u)/\beta (u)du$. Thus the ultraviolet behavior depends on where the running coupling goes and on the anomalous dimension accumulated along the flow. A weak ultraviolet fixed point or asymptotically free limit permits perturbative evaluation; a flow to large values of the coupling constant does not.

For $\beta (g)=-b{g}^3$ and ${\gamma }_{\varphi }=c{g}^2$, $b>0$,ConsequentlyFor large positive $z$, the coupling constant tends to zero. If the normalization function $d(1,g)$ has a finite nonzero free-field limit $d(1,0)$, then $d(z,g)\sim d(1,0)[b{g}^2\log z{]}^{c/b}$. Equivalently, with $\Lambda =\mu \exp [-1/(2b{g}^2)]$,The positive exponent follows from the sign of $+n{\gamma }_{\varphi }$ in the printed RG equation; changing the field-renormalization anomalous dimension convention would change both signs together.

For the quintic renormalization-group beta function, set $B=-b>0$ and rename its positive quintic coefficient $A$ to avoid confusion with the later gauge-theory coupling constant. Then $\beta (g)=g^3(B-A{g}^2)$ has a nonzero fixed pointEvery nonzero positive running coupling in the perturbative basin approaches this ultraviolet fixed point, rather than approaching zero. The zero coupling constant is infrared attractive. If the same ${\gamma }_{\varphi }=c{g}^2$ is retained, the large-momentum factor is $d(z,g)\sim C{z}^{cB/A}$, assuming a regular nonzero matching factor at the fixed point. More generally the exponent is ${\gamma }_{\varphi }(g_{\ast })$. A fixed point at a large coupling constant inferred from a truncated renormalization-group beta function is only a formal extrapolation; perturbative control requires $B/A$ small.

For the gauge theory use the supplied convention $a=g^2/(16{\pi }^2)$ and evolution variable $L=\log {\mu }^2$. Asymptotic freedom requires ${\beta }_0>0$, or $n<11N/2$. To one-loop accuracy,The integration constant $\Lambda$ is an example of dimensional transmutation. With two loops this is the leading asymptotic expression, not an exact equality: if $\mathcal{L}=\log ({\mu }^2/{\Lambda }^2)$ is large,The expansion presumes fixed coefficients and a scale high enough to enter the ultraviolet regime.

Choose $n=11N/2-\delta$ with $0<\delta \ll N$, respecting integer flavor counts. The supplied coefficients becomeThus ${\beta }_1<0$ for sufficiently small $\delta /N$, and the two-loop flow has the Banks-Zaks fixed pointBoth $a_{\ast }$ and the loop-counting combination $N{a}_{\ast }$ are small. Its slope is ${\beta }^{\prime }(a_{\ast })=-{\beta }_0^2/{\beta }_1>0$, so it is infrared attractive. For even large $N$, taking $n=11N/2-1$ provides an explicit integer sequence with the desired parametric hierarchy. As a finite example, $N=3,n=16$ gives ${\beta }_0=1/3$, ${\beta }_1=-302/3$ and $a_{\ast }=1/302$. The fermion-count convention is the one encoded by the given coefficients.

For $t=\log (|p|/\mu )$ and $d\bar{g}/dt=\beta (\bar{g})$, the displayed characteristic solution follows from $(-{\partial }_t+\beta {\partial }_g+2{\gamma }_{\varphi })d=0$. It separates the running coupling from the accumulated field-renormalization anomalous dimension. The exponent sign is determined by the precise Callan-Symanzik equation convention.