Cap Set
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In
affine geometry In mathematics, affine geometry is what remains of Euclidean geometry when ignoring (mathematicians often say "forgetting") the metric notions of distance and angle. As the notion of '' parallel lines'' is one of the main properties that is i ...
, a cap set is a subset of the affine space \mathbb_3^n (the n-dimensional
affine space In mathematics, an affine space is a geometric structure that generalizes some of the properties of Euclidean spaces in such a way that these are independent of the concepts of distance and measure of angles, keeping only the properties relat ...
over the three-element field) where no three elements sum to the zero vector. The cap set problem is the problem of finding the size of the largest possible cap set, as a function of n.. The first few cap set sizes are 1, 2, 4, 9, 20, 45, 112, ... . Caps are defined more generally as subsets of a finite affine or
projective space In mathematics, the concept of a projective space originated from the visual effect of perspective, where parallel lines seem to meet ''at infinity''. A projective space may thus be viewed as the extension of a Euclidean space, or, more generally ...
with no three in a line. The "cap set" terminology should be distinguished from other unrelated mathematical objects with the same name, and in particular from sets with the compact absorption property in
function space In mathematics, a function space is a set of functions between two fixed sets. Often, the domain and/or codomain will have additional structure which is inherited by the function space. For example, the set of functions from any set into a ve ...
s as well as from compact convex co-convex subsets of a convex set.


Example

An example of cap sets comes from the card game
Set Set, The Set, SET or SETS may refer to: Science, technology, and mathematics Mathematics *Set (mathematics), a collection of elements *Category of sets, the category whose objects and morphisms are sets and total functions, respectively Electro ...
, a card game in which each card has four features (its number, symbol, shading, and color), each of which can take one of three values. The cards of this game can be interpreted as representing points of the four-dimensional affine space \mathbb_3^4, where each coordinate of a point specifies the value of one of the features. A line, in this space, is a triple of cards that, in each feature, are either all the same as each other or all different from each other. The game play consists of finding and collecting lines among the cards that are currently face up, and a cap set describes an array of face-up cards in which no lines may be collected. One way to construct a large cap set in the game Set would be to choose two out of the three values for each feature, and place face up each of the cards that uses only one of those two values in each of its features. The result would be a cap set of 16 cards. More generally, the same strategy would lead to cap sets in \mathbb_3^n of size 2^n. However, in 1970, Giuseppe Pellegrino proved that four-dimensional cap sets have maximum size 20. In terms of Set, this result means that some layouts of 20 cards have no line to be collected, but that every layout of 21 cards has at least one line. (The dates are not a typo: the Pellegrino cap set result from 1970 really does predate the first publication of the Set game in 1974.)


Maximum size

Since the work of Pellegrino in 1971, and of Tom Brown and Joe Buhler, who in 1984 proved that cap-sets cannot constitute any constant proportion of the whole space, there has been a significant line of research on how large they may be.


Lower bounds

Pellegrino's solution for the four-dimensional cap-set problem also leads to larger lower bounds than 2^n for any higher dimension, which was further improved to 2.2173^ by . and then to 2.2180^ by . In December 2023, a team of researchers from Google's DeepMind published a paper where they paired a
large language model A large language model (LLM) is a language model trained with self-supervised machine learning on a vast amount of text, designed for natural language processing tasks, especially language generation. The largest and most capable LLMs are g ...
(LLM) with an evaluator and managed to improve the bound to 2.2202^.


Upper bounds

In 1984, Tom Brown and Joe Buhler proved that the largest possible size of a cap set in \mathbb_3^n is o(3^n) as n grows; loosely speaking, this means that cap sets have zero density.
Péter Frankl Péter Frankl (born 26 March 1953 in Kaposvár, Somogy County, Hungary) is a mathematician, street performer, columnist and educator, active in Japan. Frankl studied mathematics at Eötvös Loránd University in Budapest and submitted his PhD ...
,
Ronald Graham Ronald Lewis Graham (October 31, 1935July 6, 2020) was an American mathematician credited by the American Mathematical Society as "one of the principal architects of the rapid development worldwide of discrete mathematics in recent years". He ...
, and Vojtěch Rödl have shown in 1987 that the result of Brown and Buhler follows easily from the Ruzsa - Szemerédi triangle removal lemma, and asked whether there exists a constant c<3 such that, indeed, for all sufficiently large values of n, any cap set in \mathbb_3^n has size at most c^n; that is, whether any set in \mathbb_3^n of size exceeding c^n contains an affine line. This question also appeared in a paper published by
Noga Alon Noga Alon (; born 1956) is an Israeli mathematician and a professor of mathematics at Princeton University noted for his contributions to combinatorics and theoretical computer science, having authored hundreds of papers. Education and career ...
and Moshe Dubiner in 1995. In the same year, Roy Meshulam proved that the size of a cap set does not exceed 2\cdot3^n/n. Michael Bateman and
Nets Katz Nets Hawk Katz is the W.L. Moody Professor of Mathematics at Rice University. He was a professor of mathematics at Indiana University Bloomington until March 2013 and the IBM Professor of Mathematics at the California Institute of Technology until ...
improved the bound to O(3^n/n^) with a positive constant \varepsilon. Determining whether Meshulam's bound can be improved to c^n with c<3 was considered one of the most intriguing open problems in
additive combinatorics Additive combinatorics is an area of combinatorics in mathematics. One major area of study in additive combinatorics are ''inverse problems'': given the size of the sumset is small, what can we say about the structures of and ? In the case of th ...
and
Ramsey theory Ramsey theory, named after the British mathematician and philosopher Frank P. Ramsey, is a branch of the mathematical field of combinatorics that focuses on the appearance of order in a substructure given a structure of a known size. Problems in R ...
for over 20 years, highlighted, for instance, by blog posts on this problem from
Fields medalists The Fields Medal is a prize awarded to two, three, or four mathematicians under 40 years of age at the International Congress of Mathematicians, International Congress of the International Mathematical Union (IMU), a meeting that takes place e ...
Timothy Gowers Sir William Timothy Gowers, (; born 20 November 1963) is a British mathematician. He is the holder of the Combinatorics chair at the Collège de France, a director of research at the University of Cambridge and a Fellow of Trinity College, Camb ...
and
Terence Tao Terence Chi-Shen Tao (; born 17 July 1975) is an Australian-American mathematician, Fields medalist, and professor of mathematics at the University of California, Los Angeles (UCLA), where he holds the James and Carol Collins Chair in the Co ...
. In his blog post, Tao refers to it as "perhaps, my favorite open problem" and gives a simplified proof of the exponential bound on cap sets, namely that for any prime power p, a subset S \subset F_p^n that contains no arithmetic progression of length 3 has size at most c_p^n for some c_p. The cap set conjecture was solved in 2016 due to a series of breakthroughs in the polynomial method. Ernie Croot, Vsevolod Lev, and Péter Pál Pach posted a preprint on the related problem of progression-free subsets of \mathbb_4^n, and the method was used by Jordan Ellenberg and Dion Gijswijt to prove an upper bound of 2.756^n on the cap set problem. In 2019, Sander Dahmen, Johannes Hölzl and Rob Lewis formalised the proof of this upper bound in the Lean theorem prover. As of March 2023, there is no exponential improvement to Ellenberg and Gijswijt's upper bound. Jiang showed that by precisely examining the multinomial coefficients that come out of Ellenberg and Gijswijt's proof, one can gain a factor of . This saving occurs for the same reasons that there is a factor in the
central binomial coefficient In mathematics the ''n''th central binomial coefficient is the particular binomial coefficient : = \frac \textn \geq 0. They are called central since they show up exactly in the middle of the even-numbered rows in Pascal's triangle. The first ...
.


Mutually disjoint cap sets

In 2013, five researchers together published an analysis of all the ways in which spaces of up to the size of \mathbb_3^4 can be partitioned into disjoint cap sets. They reported that it is possible to use four different cap sets of size 20 in \mathbb_3^4 that between them cover 80 different cells; the single cell left uncovered is called the anchor of each of the four cap sets, the single point that when added to the 20 points of a cap set makes the entire sum go to 0 (mod 3). All cap sets in such a disjoint collection share the same anchor. Results for larger sizes are still open as of 2021.


Applications


Sunflower conjecture

The solution to the cap set problem can also be used to prove a partial form of the sunflower conjecture, namely that if a family of subsets of an n-element set has no three subsets whose pairwise intersections are all equal, then the number of subsets in the family is at most c^n for a constant c<2.


Matrix multiplication algorithms

The upper bounds on cap sets imply lower bounds on certain types of algorithms for
matrix multiplication In mathematics, specifically in linear algebra, matrix multiplication is a binary operation that produces a matrix (mathematics), matrix from two matrices. For matrix multiplication, the number of columns in the first matrix must be equal to the n ...
.


Strongly regular graphs

The
Games graph In graph theory, the Games graph is the largest known locally linear strongly regular graph. Its parameters as a strongly regular graph are (729,112,1,20). This means that it has 729 vertices, and 40824 edges (112 per vertex). Each edge is in a u ...
is a
strongly regular graph In graph theory, a strongly regular graph (SRG) is a regular graph with vertices and degree such that for some given integers \lambda, \mu \ge 0 * every two adjacent vertices have common neighbours, and * every two non-adjacent vertices h ...
with 729 vertices. Every edge belongs to a unique triangle, so it is a
locally linear graph In graph theory, a locally linear graph is an undirected graph in which every edge belongs to exactly one triangle. Equivalently, for each vertex of the graph, its neighborhood (graph theory), neighbors are each adjacent to exactly one other neigh ...
, the largest known locally linear strongly regular graph. Its construction is based on the unique 56-point cap set in the five-dimensional ternary
projective space In mathematics, the concept of a projective space originated from the visual effect of perspective, where parallel lines seem to meet ''at infinity''. A projective space may thus be viewed as the extension of a Euclidean space, or, more generally ...
(rather than the affine space that cap-sets are commonly defined in)..


See also

*
No-three-in-line problem The no-three-in-line problem in discrete geometry asks how many points can be placed in the n\times n grid so that no three points lie on the same line. The problem concerns lines of all slopes, not only those aligned with the grid. It was intro ...
, a problem of avoiding three elements in a line in a two-dimensional grid * Ruzsa–Szemerédi problem


References

{{reflist, 30em Ramsey theory