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Worked solution: Ngô's proof via the Hitchin fibration and geometric support theorem (2008)

Step 3 of 9: Orbital integrals as point counts on affine Springer fibers
In plain words

An orbital integral over Fq((t))\mathbb{F}_q((t)) turns out to have a concrete geometric meaning: it counts (with the right weighting) lattices — grid-like sublattices of a space — that are left in place when γ\gamma acts on them. The space of all such fixed lattices is called the affine Springer fiber of γ\gamma.

This reinterprets a hard analytic integral as a counting problem on a concrete geometric object, exactly the kind of question algebraic geometry is built to answer.

Oγ(1K) ∝ # Sprγ(Fq),Sprγ={lattices fixed by γ}\mathbf{O}_\gamma(\mathbf{1}_K) \ \propto \ \#\,\mathrm{Spr}_\gamma(\mathbb{F}_q), \qquad \mathrm{Spr}_\gamma = \{\text{lattices fixed by } \gamma\}
Detailed analysis

Over F=Fq((t))F = \mathbb{F}_q((t)), an orbital integral for a suitable compact-open test function is related, after the standard normalization and truncation, to an Fq\mathbb{F}_q-point count on an affine Springer fiber Sprγ\mathrm{Spr}_\gamma. The full affine Springer fiber is generally an ind-scheme; finite-dimensional truncations or relevant quotients are the geometric objects whose cohomology enters the Grothendieck–Lefschetz trace formula. This converts the local integral into a cohomological counting problem.

Terms in this step
affine Springer fiber
The finite-dimensional algebraic variety parametrizing lattices in a vector space over Fq((t))\mathbb{F}_q((t)) that are stabilized by a given element γ\gamma; introduced by Kazhdan and Lusztig to study orbital integrals geometrically.
Knowledge used in this step