Fix a finite Weyl group $W$ with Coxeter number $h$. Fix also an integer $p > 0$ coprime to $h$ and a subset $J$ of the simple reflections.
>This data defines a complex projective algebraic variety with an (algebraic) action of $\mathbb{C}^\times$: an example of a parabolic affine Springer fiber. It is of a very specific kind, which is nowadays called "homogeneous of slope $p/h$".
The fixed points of the $\mathbb{C}^\times$-action are discrete. At the same time, projectivity means the underlying topological space of the affine Springer fiber is compact. So there must be finitely many fixed points.
>The variety forms a subset of the partial affine flag variety $G(\mathbb{C}((z)))/K_J$ of a complex semisimple algebraic group $G$ with Weyl group $W$. When $W = S_n$, we can take $G = \mathrm{SL}_n$.
Here, $K_J$ is a "parahoric" subgroup, the affine/loop analogue of a parabolic subgroup of $G$, depending on $J$.
The $\mathbb{C}^\times$-action on the affine Springer fiber is the restriction of a $\mathbb{C}^\times$-action on $G(\mathbb{C}((z)))/K_J$, whose fixed points are the cosets $\dot{w}K_J$ as $w$ runs over $W^{\mathrm{aff}, \mathrm{ext}}/W_J$.
The initial data also defines a vector $(1/h) \rho_J^\vee \in V$.
Sommers's "
Family of Affine Weyl Group Representations" paper observes that the fixed points belonging to the affine Springer fiber are essentially indexed by the $w$'s such that ($(1/h) \rho_J^\vee) \cdot w^{-1}$ lands inside the closure of the $p$-dilated fundamental alcove, once we identify $V$ with the vector space spanned by the cocharacter lattice.
(Sommers speaks of the coroot lattice, but it is the same as the cocharacter lattice when $G$ is simply-connected.)
When $J = S$, we find that $K_J = G(\mathbb{C}[[z]])$ and $W_J = W$ and $\rho_J^\vee$ is the zero vector. So the fixed points are indexed precisely by the coroots in the closed $p$-dilated fundamental alcove.
When $J = \emptyset$, we find that $K_J$ is an "Iwahori" subgroup of $G(\mathbb{C}((z)))$ and $W_J = \{e\}$ and $\rho_J^\vee$ is as generic as possible. Here the fixed points form a set of size $p^{r}$.
The affine Springer fiber is a union of pairwise-disjoint strata, each forming an affine space of some dimension. We call this an affine paving.
The paving strata are in bijection with the $\mathbb{C}^\times$-fixed points. Given a fixed point, we look at all points $x$ in the affine Springer fiber such that $c\cdot x$ tends to that fixed point as $c \in \mathbb{C}^\times$ tends toward $0$: this is the corresponding stratum.
This situation ensures that the singular/analytic/Betti cohomology of the affine Springer fiber forms a vector space of the same dimension as the number of $\mathbb{C}^\times$-fixed points.
Usual Springer theory shows that there is a W-action on the cohomology. The character of this action, without any gradings, was computed by Sommers (his Thm. 7.3; more accurately, he takes the Euler characteristic of the cohomological degree, but the degrees occurring are all even so it doesn't matter).
There are several candidates for a further filtration on the cohomology.
Hikita gave one specific to type $A$. He showed that the resulting bigraded $S_n$-module provides a "rational" ($p/h$) generalization of the space of diagonal harmonics, thus resolving various expectations of Haiman, Armstrong, etc.
Most of
Hikita's paper works with $J = \emptyset$, since it is the richest case. But when we take $J = S$, the affine Springer fiber recovers the variety sometimes called the local compactified Jacobian of $y^h = x^p$, studied by e.g. Gorsky - Mazin.
By work of
Haiman,
Gordon, etc., this leads us to expect that in general type, the cohomology has an action of the rational Cherednik algebra of $W$ of parameter $p/h$.
Unfortunately, this doesn't seem to happen naturally outside of type $A$. Instead, in general type, the best we can do is build an RCA action on a modified vector space, where we take the $\mathbb{C}^\times$-equivariant cohomology and then specialize the equivariant parameter to a nonzero value. (Specializing to zero should recover ordinary cohomology.) To match the two constructions, we need a flatness result that no one knows how to prove.
The RCA action on the modified cohomology is established in the first paper of
Oblomkov - Yun. Their second paper discusses the complications around the flatness result.
Oblomkov - Yun do prove that their RCA module is the irreducible module we usually call $L(\mathrm{triv})$.
Any RCA module has a $W$-stable grading, coming from the action of a so-called "Euler element" that commutes with the subalgebra of the RCA formed by $\mathbb{C}[W]$.
For $L(\mathrm{triv})$, the resulting singly-graded $W$-module is precisely the Armstrong - Reiner - Rhoades parking space. The Euler grading arises from the so-called perverse filtration on the modified cohomology of the affine Springer fiber.
The appendix by Etingof to
[ARR] explains how the RCA-module structure on $L(\mathrm{triv})$ is essentially equivalent to the existence of a hsop with certain properties in $\mathbb{C}[V]$, carrying $V^\ast$.
>$~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~$Minh-Tâm Trinh