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Terry Tao
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Assuming that $f(x) > x$ rather than $f(x) \geq x$ for all $x$, and also that $f$ is strictly increasing (no critical points), one can obtain a $g$ which piecewise has roughly similar properties to $f$, in particular $g$ will also be strictly increasing with $g(x)>x$. Things look to be more interesting if one relaxes these hypotheses.

Here's the construction. Firstly, define $x_n$ iteratively for $n=0,1,\dots$ by $x_0 := 0$, $x_{n+1} := f(x_n)$, then the $x_n$ will be increasing to infinity (they cannot accumulate at any finite point $x_*$ as one would then have $f(x_*)=x_*$).

Now also define $x_n$ for half-integers $n=1/2,3/2,\dots$ by picking $x_{1/2}$ arbitrarily between $x_0,x_1$ and then setting $x_{n+1} := f(x_n)$ for $n=1/2,3/2,\dots$. The $x_n$ for half-integer $n$ interlace between the $x_n$ for integer $n$, so the $x_n$ still increase to infinity as $n$ ranges over the combined index set $0,1/2,1,3/2,\dots$.

For any $n$ in this combined index set, the function $f$ is a continuous increasing map from $[x_n,x_{n+1/2}]$ to $[x_{n+1},x_{n+3/2}]$ that maps endpoints to endpoints, and must therefore be a bijection (by the intermediate value theorem) and thus a homeomorphism (as both domain and range are compact Hausdorff). Call $f_n: [x_n,x_{n+1/2}] \to [x_{n+1}, x_{n+3/2}]$ the restriction of $f$ to these intervals. To finish the job it will suffice to find increasing homeomorphisms $g_n:[x_n,x_{n+1/2}] \to [x_{n+1/2},x_{n+1}]$ mapping endpoints to endpoints such that $f_n = g_n \circ g_{n+1}$ for all $n=0,1/2,\dots$. This has "decoupled" the two factors of $g$ in the original equation $f = g \circ g$ and it is now easy to describe the general solution to this: pick an arbitrary increasing homeomorphism $g_0: [x_0,x_{1/2}] \to [x_{1/2},x_1]$ mapping endpoints to endpoints, and set $g_n := f^n \circ g_0 \circ f^{-n}$ for integer $n$ and $g_n := f^{n+1/2} \circ g_0^{-1} \circ f^{1/2-n}$ for half-integer $n$.

The function $g$ produced here by gluing together the $g_n$ will be continuous and strictly increasing and obey the required equation $f = g \circ g$ (in fact this is the general solution to this equation with the stated properties). If $f$ has no critical points then the $f_n$ will be diffeomorphisms and thence the $g_n$ will also. So $g$ will be smooth except at the transition points $x_n$. Actually one can fix things up to be smooth at the endpoints also: if one extends $g_0$ a bit past $x_{1/2}$ to an extension $\tilde g_0$ that stays smooth near $x_{1/2}$ without critical points, and then modifies $g_0(x)$ smoothly near $x_0$ to equal $\tilde g_0^{-1}(f(x))$ for $x$ sufficiently close to $x_0$, then one can check that $g$ is now smooth everywhere. The situation becomes more interestingly complicated when $f$ has critical points $f'(x)=0$ or fixed points $f(x)=x$, but again I haven't looked into this carefully (presumably the analysis of the analytic case in other answers will indicate what the behaviour should be there).

Terry Tao
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