In 1 (see references below), I'm trying to derive how a spinless field transforms under a conformal transformation, specifically eq. (2.41). CFT references/lectures are the most confusing I've seen EVER, even the basic definitions are a mess.
Reading 226464 and 469205 clarified bits and pieces but overall I still can't form a clear picture. @MBolin's answer about how to write conformal transformations based on Zee's book is the most clarifying/natural definition I've seen. On the other hand, @MannyC's clarification on the distinctions between diffeomorphism/Weyl/conformal transformations kind of gave me a big picture, BUT the notations and conventions are in contrast to some references which makes it hard to form a picture.
What I learned is that when people say conformal transformations they really mean a diffeomorphism in the sense that $g'_{\mu\nu}(x') = \frac{\partial x^\rho}{\partial x'^\mu} \frac{\partial x^\sigma}{\partial x'^\nu} g_{\rho\sigma}(x) = \Omega(x)^2 g_{\rho\sigma}(x)$ (Here, I didn't adopt @MBolin's answer since most people don't use that) plus a Weyl transformation $\bar{g}_{\rho\sigma}(x) = \Omega(x)^2 g_{\rho\sigma}(x)$.
First question, can anyone clarify which is which, some people define conformal transformations (which I think is really a Weyl transformation) in the first page of every reference to be $g'_{\mu\nu}(x') = \Omega(x) g_{\mu\nu}(x)$, while others define it to be $g'_{\mu\nu}(x') = \Omega(x)^2 g_{\mu\nu}(x)$. Why aren't they consistent? The extra square factor is confusing me. On top of that @MannyC's answer defined it to be $g'_{\mu\nu}(x') = \Omega(x)^{-2} g_{\mu\nu}(x)$.
Second, going back to my original question about how fields transform. I'll use the convention of prime $\phi'(x')$ for diffeomorphism and a bar $\bar{\phi}(x)$ for Weyl transformation. In some posts, they immediately defined that fields transform as $\phi(x) \rightarrow \bar{\phi'}(x') = \Omega^{-\Delta}(x) \phi(x)$, but I would like to derive this similar to how references go on about it. I think one way to derive this is through the action of a free scalar field with kinetic term only (I've read in Lecture Notes on String Theory that conformal invariance is hard to check even in flat spacetime so we can just check scale invariance and presume that conformal invariance holds),
\begin{align} S' & = \int d^dx' \bar{g}'^{\mu \nu} \partial'_\mu \bar{\phi'}(x') \partial'_\nu \bar{\phi'}(x') = \int d^dx \Omega^d \bar{g}'^{\mu \nu} \frac{\partial x^\rho}{\partial x'^\mu} \frac{\partial x^\sigma}{\partial x'^\nu} \partial_\rho \bar{\phi'}(x') \partial_\sigma \bar{\phi'}(x')\\ & = \int d^dx \Omega^d \Omega^{-2} g'^{\mu \nu} \frac{\partial x^\rho}{\partial x'^\mu} \frac{\partial x^\sigma}{\partial x'^\nu} \partial_\rho \bar{\phi'}(x') \partial_\sigma \bar{\phi'}(x'), \qquad \text{inverse Weyl:}\; \bar{g}^{\rho\sigma}(x) = \Omega(x)^{-2} g^{\rho\sigma}(x) \\ \end{align}
From the last line I'm not sure how to proceed, but the end result should look like,
\begin{equation} \int d^dx \partial_\rho (\Omega^{\Delta} \bar{\phi'}(x') ) \partial^\rho ( \Omega^{\Delta} \bar{\phi'}(x') ) \end{equation}
so that,
\begin{equation} \Omega^{\Delta} \bar{\phi'}(x') = \phi(x) \rightarrow \bar{\phi'}(x') = \Omega^{-\Delta} \phi(x) \end{equation}
Lastly, in 1, the scale factor $\Omega$ was expressed in terms of the Jacobian, i.e. eq. (2.41), but I can't seem to find a way to derive it.
Reference: