skip to main content
US FlagAn official website of the United States government
dot gov icon
Official websites use .gov
A .gov website belongs to an official government organization in the United States.
https lock icon
Secure .gov websites use HTTPS
A lock ( lock ) or https:// means you've safely connected to the .gov website. Share sensitive information only on official, secure websites.


Title: Model theory and agnostic online learning via excellent sets
We use algorithmic methods from online learning to explore some important objects at the intersection of model theory and combinatorics, and find natural ways that algorithmic methods can detect and explain (and improve our understanding of) stable structure in the sense of model theory. The main theorem deals with existence of ϵ<#comment/> \epsilon -excellent sets (which are key to the Stable Regularity Lemma, a theorem characterizing the appearance of irregular pairs in Szemerédi’s celebrated Regularity Lemma). We prove that ϵ<#comment/> \epsilon -excellent sets exist for any ϵ<#comment/> > 1 2 \epsilon > \frac {1}{2} in k k -edge stable graphs in the sense of model theory (equivalently, Littlestone classes); earlier proofs had given this only for ϵ<#comment/> > 1 / 2 2 k \epsilon > 1/{2^{2^k}} or so. We give two proofs: the first uses regret bounds from online learning, the second uses Boolean closure properties of Littlestone classes and sampling. We also give a version of the dynamic Sauer-Shelah-Perles lemma appropriate to this setting, related to definability of types. We conclude by characterizing stable/Littlestone classes as those supporting a certain abstract notion of majority: the proof shows that the two distinct, natural notions of majority, arising from measure and from dimension, densely often coincide.  more » « less
Award ID(s):
2051825 1553653
PAR ID:
10608517
Author(s) / Creator(s):
;
Publisher / Repository:
AMS
Date Published:
Journal Name:
Transactions of the American Mathematical Society
Volume:
377
Issue:
1086
ISSN:
0002-9947
Page Range / eLocation ID:
7753 to 7776
Format(s):
Medium: X
Sponsoring Org:
National Science Foundation
More Like this
  1. Let f f be analytic on [ 0 , 1 ] [0,1] with | f ( k ) ( 1 / 2 ) | ⩽<#comment/> A α<#comment/> k k ! |f^{(k)}(1/2)|\leqslant A\alpha ^kk! for some constants A A and α<#comment/> > 2 \alpha >2 and all k ⩾<#comment/> 1 k\geqslant 1 . We show that the median estimate of μ<#comment/> = ∫<#comment/> 0 1 f ( x ) d x \mu =\int _0^1f(x)\,\mathrm {d} x under random linear scrambling with n = 2 m n=2^m points converges at the rate O ( n −<#comment/> c log ⁡<#comment/> ( n ) ) O(n^{-c\log (n)}) for any c > 3 log ⁡<#comment/> ( 2 ) / π<#comment/> 2 ≈<#comment/> 0.21 c> 3\log (2)/\pi ^2\approx 0.21 . We also get a super-polynomial convergence rate for the sample median of 2 k −<#comment/> 1 2k-1 random linearly scrambled estimates, when k / m k/m is bounded away from zero. When f f has a p p ’th derivative that satisfies a λ<#comment/> \lambda -Hölder condition then the median of means has error O ( n −<#comment/> ( p + λ<#comment/> ) + ϵ<#comment/> ) O( n^{-(p+\lambda )+\epsilon }) for any ϵ<#comment/> > 0 \epsilon >0 , if k →<#comment/> ∞<#comment/> k\to \infty as m →<#comment/> ∞<#comment/> m\to \infty . The proof techniques use methods from analytic combinatorics that have not previously been applied to quasi-Monte Carlo methods, most notably an asymptotic expression from Hardy and Ramanujan on the number of partitions of a natural number. 
    more » « less
  2. We formulate and prove a Conner–Floyd isomorphism for the algebraic K-theory of arbitrary qcqs derived schemes. To that end, we study a stable ∞<#comment/> \infty -category of non- A 1 \mathbb {A}^1 -invariant motivic spectra, which turns out to be equivalent to the ∞<#comment/> \infty -category of fundamental motivic spectra satisfying elementary blowup excision, previously introduced by the first and third authors. We prove that this ∞<#comment/> \infty -category satisfies P 1 \mathbb {P}^1 -homotopy invariance and weighted A 1 \mathbb {A}^1 -homotopy invariance, which we use in place of A 1 \mathbb {A}^1 -homotopy invariance to obtain analogues of several key results from A 1 \mathbb {A}^1 -homotopy theory. These allow us in particular to define a universal oriented motivic E ∞<#comment/> \mathbb {E}_\infty -ring spectrum M G L \mathrm {MGL} . We then prove that the algebraic K-theory of a qcqs derived scheme X X can be recovered from its M G L \mathrm {MGL} -cohomology via a Conner–Floyd isomorphism\[ M G L ∗<#comment/> ∗<#comment/> ( X ) ⊗<#comment/> L Z [ β<#comment/> ±<#comment/> 1 ] ≃<#comment/> K ∗<#comment/> ∗<#comment/> ( X ) , \mathrm {MGL}^{**}(X)\otimes _{\mathrm {L}{}}\mathbb {Z}[\beta ^{\pm 1}]\simeq \mathrm {K}{}^{**}(X), \]where L \mathrm {L}{} is the Lazard ring and K p , q ( X ) = K 2 q −<#comment/> p ( X ) \mathrm {K}{}^{p,q}(X)=\mathrm {K}{}_{2q-p}(X) . Finally, we prove a Snaith theorem for the periodized version of M G L \mathrm {MGL}
    more » « less
  3. We consider minimizing harmonic maps u u from Ω<#comment/> ⊂<#comment/> R n \Omega \subset \mathbb {R}^n into a closed Riemannian manifold N \mathcal {N} and prove: 1. an extension to n ≥<#comment/> 4 n \geq 4 of Almgren and Lieb’s linear law. That is, if the fundamental group of the target manifold N \mathcal {N} is finite, we have\[ H n −<#comment/> 3 ( sing ⁡<#comment/> u ) ≤<#comment/> C ∫<#comment/> ∂<#comment/> Ω<#comment/> | ∇<#comment/> T u | n −<#comment/> 1 d H n −<#comment/> 1 ; \mathcal {H}^{n-3}(\operatorname {sing} u) \le C \int _{\partial \Omega } |\nabla _T u|^{n-1} \,\mathrm {d}\mathcal {H}^{n-1}; \]2. an extension of Hardt and Lin’s stability theorem. Namely, assuming that the target manifold is N = S 2 \mathcal {N}=\mathbb {S}^2 we obtain that the singular set of u u is stable under small W 1 , n −<#comment/> 1 W^{1,n-1} -perturbations of the boundary data. In dimension n = 3 n=3 both results are shown to hold with weaker hypotheses, i.e., only assuming that the trace of our map lies in the fractional space W s , p W^{s,p} with s ∈<#comment/> ( 1 2 , 1 ] s \in (\frac {1}{2},1] and p ∈<#comment/> [ 2 , ∞<#comment/> ) p \in [2,\infty ) satisfying s p ≥<#comment/> 2 sp \geq 2 . We also discuss sharpness. 
    more » « less
  4. In this paper we consider which families of finite simple groups G G have the property that for each ϵ<#comment/> > 0 \epsilon > 0 there exists N > 0 N > 0 such that, if | G | ≥<#comment/> N |G| \ge N and S , T S, T are normal subsets of G G with at least ϵ<#comment/> | G | \epsilon |G| elements each, then every non-trivial element of G G is the product of an element of S S and an element of T T . We show that this holds in a strong and effective sense for finite simple groups of Lie type of bounded rank, while it does not hold for alternating groups or groups of the form P S L n ( q ) \mathrm {PSL}_n(q) where q q is fixed and n →<#comment/> ∞<#comment/> n\to \infty . However, in the case S = T S=T and G G alternating this holds with an explicit bound on N N in terms of ϵ<#comment/> \epsilon . Related problems and applications are also discussed. In particular we show that, if w 1 , w 2 w_1, w_2 are non-trivial words, G G is a finite simple group of Lie type of bounded rank, and for g ∈<#comment/> G g \in G , P w 1 ( G ) , w 2 ( G ) ( g ) P_{w_1(G),w_2(G)}(g) denotes the probability that g 1 g 2 = g g_1g_2 = g where g i ∈<#comment/> w i ( G ) g_i \in w_i(G) are chosen uniformly and independently, then, as | G | →<#comment/> ∞<#comment/> |G| \to \infty , the distribution P w 1 ( G ) , w 2 ( G ) P_{w_1(G),w_2(G)} tends to the uniform distribution on G G with respect to the L ∞<#comment/> L^{\infty } norm. 
    more » « less
  5. The hypersimplex Δ<#comment/> k + 1 , n \Delta _{k+1,n} is the image of the positive Grassmannian G r k + 1 , n ≥<#comment/> 0 Gr^{\geq 0}_{k+1,n} under the moment map. It is a polytope of dimension n −<#comment/> 1 n-1 in R n \mathbb {R}^n . Meanwhile, the amplituhedron A n , k , 2 ( Z ) \mathcal {A}_{n,k,2}(Z) is the projection of the positive Grassmannian G r k , n ≥<#comment/> 0 Gr^{\geq 0}_{k,n} into the Grassmannian G r k , k + 2 Gr_{k,k+2} under a map Z ~<#comment/> \tilde {Z} induced by a positive matrix Z ∈<#comment/> M a t n , k + 2 > 0 Z\in Mat_{n,k+2}^{>0} . Introduced in the context ofscattering amplitudes, it is not a polytope, and has full dimension 2 k 2k inside G r k , k + 2 Gr_{k,k+2} . Nevertheless, there seem to be remarkable connections between these two objects viaT-duality, as conjectured by Łukowski, Parisi, and Williams [Int. Math. Res. Not. (2023)]. In this paper we use ideas from oriented matroid theory, total positivity, and the geometry of the hypersimplex and positroid polytopes to obtain a deeper understanding of the amplituhedron. We show that the inequalities cutting outpositroid polytopes—images of positroid cells of G r k + 1 , n ≥<#comment/> 0 Gr^{\geq 0}_{k+1,n} under the moment map—translate into sign conditions characterizing the T-dualGrasstopes—images of positroid cells of G r k , n ≥<#comment/> 0 Gr^{\geq 0}_{k,n} under Z ~<#comment/> \tilde {Z} . Moreover, we subdivide the amplituhedron intochambers, just as the hypersimplex can be subdivided into simplices, with both chambers and simplices enumerated by the Eulerian numbers. We use these properties to prove the main conjecture of Łukowski, Parisi, and Williams [Int. Math. Res. Not. (2023)]: a collection of positroid polytopes is a tiling of the hypersimplex if and only if the collection of T-dual Grasstopes is a tiling of the amplituhedron A n , k , 2 ( Z ) \mathcal {A}_{n,k,2}(Z) for all Z Z . Moreover, we prove Arkani-Hamed–Thomas–Trnka’s conjectural sign-flip characterization of A n , k , 2 \mathcal {A}_{n,k,2} , and Łukowski–Parisi–Spradlin–Volovich’s conjectures on m = 2 m=2 cluster adjacencyand onpositroid tilesfor A n , k , 2 \mathcal {A}_{n,k,2} (images of 2 k 2k -dimensional positroid cells which map injectively into A n , k , 2 \mathcal {A}_{n,k,2} ). Finally, we introduce new cluster structures in the amplituhedron. 
    more » « less