Exploring the algebra of multiplicative and compositional inversion (series inversion) for formal power series / ordinary generating functions (o.g.f.), I came across an infinite number of sets of involutive partition polynomials.
Given the o.g.f.,
$O^{(m)}(x) = x + c_1x^{m+1} + c_2 x^{2m+1} + c_3 x^{3m+1} + \cdots$
define the infinite set of reciprocal partition polynomials
$[R] = (1,R_1(u_1),R_2(u_1,u_2),R_3(u_1,u_2,u_3),...)$
as the expansion coefficients of the shifted reciprocal
$h(x) = \frac{x}{O^{(1)}(x)} = \frac{1}{1+c_1x +c_2 x^2 +\cdots} = 1 + R_1(c_1) x + R_2(c_1,c_2) x^2 + \cdots.$
The set of nonzero coefficients, the $m$-associahedra polynomials
$[A^{(m)}] = [1,A_1(u_1),A_2(u_1,u_2),...]$
of the expansion of the compositional inverse $(O^{(m)}(x))^{(-1)}$ of $O^{(m)}(x)$ are defined by
$(O^{(m)}(x))^{(-1)} = x + A_1(c_1)x^2 + A_2(c_1,c_2)x^3 + \cdots.$
The set of nonzero coefficients, the $m$-noncrossing-partitions polynomials
$[N^{(m)}] = [1,N_1(u_1),N_2(u_1,u_2),...]$
are the coefficients of the compositional inverse $(O^{(m)}(x))^{(-1)}$ in terms of the shifted reciprocals
$(O^{(m)}(x))^{(-1)} = x + A_1(c_1)x^2 + A_2(c_1,c_2)x^3 + \cdots$
$ = x + N_1(h_1)x^2 + N_2(h_1,h_2)x^3 + N_3(h_1,h_2,h_3) x^4 + \cdots$
$ = x + N_1(R_1(c_1))x^2 + N_2(R_1(c_1),R_2(c_1,c_2))x^3 + \cdots$;
that is, in the arbitrary, independent indeterminates $u_n$, $A_n(u_1,...,u_n)$ is given by the substitution of $R_k(u_1,...,u_k)$ for $u_k$ in $N_n(u_1,...,u_n)$, i.e.,
$A_n(u_1,u_2,...,u_n) = N_n(R_1(u_1),R_2(u_1,u_2),...,R_n(u_1,...,u_n)).$
Denote this substitution operation for the complete sets by
$$[A] = [N][R].$$
Then since $[A]^2 = [A][A]=[A][A]^{-1} = [A]^{0} = [I] = [R][R] = [R]^2$ with $[I]$ the substitution identity,
$$[A][R] = [N],$$
and the inverse noncrossing-partitions polynomials are given by
$$[N]^{-1} = [R][A].$$
Via an identity of Schur (circa 1947), it can be shown that the raising operation
$$[A^{(m+1)}]= [N][A^{(m)}] = [N]^{m+1}[R]$$
and the lowering operation
$$[A^{(m-1)}] = [N^{(-1)}][A^{(m)}] = [N]^{-1}[A^{(m)}] $$
are valid for $m = 0,\pm 1, \pm 2$, i.e., any integer, and, consequently, the $[A^{(m)}]$ are all involutions.
It also follows that
$$[N] = [A^{(m+1)}][A^{(m)}]$$
and
$$[N^{(-1)}] = [N]^{-1} =[A^{(m)}][A^{(m+1)}].$$
Notes on special cases:
$[A^{(1)}]=[A]$ are the normalized re-indexed partition polynomials of A133437, the refined Euler characteristic polynomials of the associahedra, with linear coefficient unity, also related to dissections of convex polygons and various families of tree, among othe combinatorial constructs (cf. the MO-Q "Guises of the associahedra").
$[A^{(0)}] = [R]$ are the signed partition polynomials, refined Pascal polynomials, of signed OEIS A263633.
$[A^{(-1)}] = [R][N] = [K]$ are the special Schur self-convolution expansion coefficients / partition polynomials of A355201.
$ [A^{(-2)}] = [R][N]^2$ has a natural reduction to A286784, related to the Feynman diagrams of yet another quantum model for interacting fermions.
$[N^{(1)}]=[N]$ are the partition polynomials of A134264, enumerating the noncrossing partitions, a.k.a. the free cumulant partition polynomials generating the free moments from the free cumulants of free probability theory, related also to Dyck lattice paths, trees, ... (cf. the MO-Q "Guises of the noncrossing partitions").
$[N^{(-1)}]=[N]^{-1}$ are the inverse noncrossing partition polynomials of A350499, a.k.a. the free moment partition polynomials generating the free cumulants from the free moments of free probability theory (cf. the MO-Q "Combinatorics for the action of Virasoro / Kac–Schwarz operators: partition polynomials of free probability theory").
For $m \geq 1$, $[A^{(m)}]$ can be determined by the aeration-deaeration process
$A^{(m)}_n(u_1,u_2,...,u_n) = A_{mn}(0,0,...,u_1,0,0,...,u_2,0,0,...,u_n)$
with periodically placed swathes of $m-1$ zeros,
and, more surprisingly, so can $[N^{(m)}] = [N]^m$, i.e.,
$N^{(m)}_n(u_1,u_2,...,u_n) = N_{mn}(0,0,...,u_1,0,0,...,u_2,0,0,...,u_n).$
$[A^{(2)}]$ and $[N^{(2)}]$ (A338135) appear in the 1976 paper "Planar diagrams" by E. Brezin, Itzykson, Parisi, and Zuber with the indeterminates being connected Green functions in a quantum field model and in the recent arXiv paper "Connecting Scalar Amplitudes using The Positive Tropical Grassmannian" by Cachazo and Umbert. Even more refined partitions with the indeterminates being noncommutative are presented in "Noncommutative Symmetric Functions and Lagrange Inversion II: Noncrossing partitions and the Farahat-Higman algebra" by Novelli and Thibon, which reduce to these partition polynomials.
With $u_1 = 1$ or $t$ and $u_k =0$ otherwise, the $[A^{(m)}]$ for $m \geq 1$ reduce to the Euler-Fuss-Catalan sequences of numbers (see, e.g., A001764).
With the above analysis, it can be proven that $N^{(3)}$ (A354622) naturally reduces to A173020; $N^{(2)}$ (A338135), to A120986 or A108767; $[N]$ (A134264) to A001263; $[N^{(-1)}] = [N]^{-1}$ (A350499), to A060693 or A088617; $[A^{(3)}]$, to A243663; $[A^{(2)}]$ (A359534) to A243662 or A102537; $[A^{(0)}]$ (signed A263633), to A007318; $[A^{(1)}]$ (normalized A133437 / A111785 ), to A033282 or A126216; $[A^{(-1)}]$ (A355201), to A001263; and $[A^{(-2)}]$, to A286784. These reductions are associated to numerous combinatorial constructs.
The reduction of the partition polynomials essentially involves reducing $[R]$ to the polynomials $(1\pm x)^n$ of the Pascal triangle A007318, showing that the identities $[A^{(m)}]= [N^{m}][R]$ are generalizations of a variant of the Dehn-Sommerville relations relating face polynomials, or f-polynomials $f(t)$, to h-polynomials $h(t)$ for, e.g., convex polytopes by $f(t) = h(1+t)$. E.g., the reduction of unsigned $[A]$ gives the face polynomials of the associahedra with that for the 3-D associahedron being $f_3(t) = 14+ 21t+9t^2+ 1 t^3$ with 14 vertices, 21 edges, 9 convex polygons (3 squares + 6 pentagons), and 1 associahedron, and the associated h-polynomial is $h_3(t) = f_3(t-1) = 1 + 6 t + 6 t^2 + t^3$, a Narayana polynomial, imposed by $[N] = [A][R]$, or, equivalently, $h_3(1+t) = f_3(t)$, imposed by $[N][R] = [A]$.
$[A^{(1)}] = [A]$ and $[A^{(2)}]$, for odd o.g.f.s, appear in a letter written by Isaac Newton in 1676 to Henry Oldenburg.