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Paley graph

In , a Paley graph of order q is an undirected graph defined on the \mathbb{F}_q, where q is a congruent to 1 modulo 4, with vertices corresponding to the elements of \mathbb{F}_q and an edge between distinct vertices u and v if and only if u - v is a nonzero in \mathbb{F}_q. These graphs form an infinite family of strongly regular graphs with parameters (q, (q-1)/2, (q-5)/4, (q-1)/4), meaning each vertex has degree (q-1)/2, adjacent vertices share exactly (q-5)/4 common neighbors, and nonadjacent vertices share (q-1)/4 common neighbors. The construction underlying Paley graphs traces back to a 1933 paper by Raymond Clare Archibald Paley, who used residues over finite fields to build orthogonal matrices as part of the Paley construction for Hadamard matrices, though he did not explicitly define the graphs. The graphs themselves were introduced in the early 1960s—first by in 1962 as examples of self-complementary graphs, and independently by and in 1963 in their work on random graphs—and were retrospectively named "Paley graphs" in the 1970s to honor Paley's foundational contribution. Paley, who died young in a climbing accident at age 26, made significant advances in and , but his finite field techniques proved enduring in combinatorial contexts. Paley graphs exhibit several notable structural properties that make them a cornerstone of : they are self-complementary (isomorphic to their complements), vertex-transitive (with of order q(q-1)/2), Hamiltonian, and conference graphs, which relate to symmetric designs and block designs in theory. Their clique number is known to be \sqrt{q} for q a square (achieved via subfields), and they play a key role in , including bounds on Ramsey numbers—for instance, the Paley graph of order 17 and its complement are both K_4-free, showing that R(4,4) > 17 and contributing to the establishment that R(4,4) = 18. Beyond pure theory, Paley graphs appear in applications to , (as explicit constructions mimicking random graph behaviors), and , due to their balanced properties derived from .

Construction and Definition

Finite Field Foundation

The Paley graph of order q is constructed over a \mathbb{F}_q, where q is a satisfying q \equiv 1 \pmod{4}. \mathbb{F}_q exist uniquely up to for every q = p^n, with p prime and n \geq 1, and consist of q elements equipped with addition and multiplication operations that satisfy the field axioms. The condition q \equiv 1 \pmod{4} ensures that -1 is a in \mathbb{F}_q, which is essential for the symmetric properties of the resulting graph. Examples of such fields include the prime field \mathbb{F}_5 \cong \mathbb{Z}/5\mathbb{Z}, which has elements \{0, [1](/page/1), 2, [3](/page/3), 4\} under , and the extension field \mathbb{F}_9 = \mathrm{GF}(9), constructed as \mathbb{F}_3[\alpha]/(\alpha^2 + [1](/page/1)) where \alpha is a of the irreducible polynomial x^2 + [1](/page/1) over \mathbb{F}_3. In \mathbb{F}_5, and are performed modulo 5, while in \mathbb{F}_9, elements are pairs (a, b) representing a + b\alpha with arithmetic defined by the field operations. The \mathbb{F}_q^\times of nonzero is cyclic of q-1, generated by a primitive element, and since q \equiv 1 \pmod{4}, the q-1 is divisible by 4. This cyclicity allows for the identification of residues as the unique of index 2 in \mathbb{F}_q^\times, consisting of the squares of nonzero . In the Paley graph , the vertices are labeled by the of \mathbb{F}_q, leveraging the field's to define differences between vertices and to determine structural properties via residues. This field-theoretic labeling provides a natural algebraic framework for the graph's symmetry and regularity. The foundational use of quadratic residues in finite fields for such constructions was introduced by Raymond Paley in his 1933 paper on orthogonal matrices, motivated by the generation of Hadamard matrices. Paley's work, published in the Journal of Mathematics and Physics (vol. 12, pp. 311–320), established the method over \mathbb{F}_q for constructing Hadamard matrices via orthogonal matrices, with direct constructions for q \equiv 3 \pmod{4} (order q+1) and augmented ones for q \equiv 1 \pmod{4} (order $2(q+1)); this method was later adapted for Paley graphs in the case q \equiv 1 \pmod{4}.

Quadratic Residue Edges

In the Paley graph of order q, where q is a congruent to 1 modulo 4, the vertices are the elements of the \mathbb{F}_q. An undirected edge exists between distinct vertices x and y if and only if y - x is a nonzero in \mathbb{F}_q. This construction relies on the quadratic residues, as introduced in the work of Raymond Paley, to define the adjacency relation. The nonzero quadratic residues in \mathbb{F}_q are precisely the squares z^2 for z \in \mathbb{F}_q \setminus \{0\}. These form the kernel of the quadratic character \chi: \mathbb{F}_q^* \to \{\pm 1\}, making them a subgroup of index 2 in the multiplicative group \mathbb{F}_q^*. Since |\mathbb{F}_q^*| = q-1, there are exactly (q-1)/2 nonzero quadratic residues. The adjacency can be formally described using the quadratic character \chi, which coincides with the Legendre symbol \left( \frac{\cdot}{q} \right) when q is prime and extends naturally to prime powers. Here, \chi(z) = 1 if z is a nonzero quadratic residue, \chi(z) = -1 if z is a quadratic nonresidue, and \chi(0) = 0. An edge joins x and y if \chi(y - x) = 1. The adjacency matrix A satisfies A_{x,y} = 1 if x \neq y and \chi(y - x) = 1, and A_{x,y} = 0 otherwise (including the diagonal). Equivalently, off the diagonal, A_{x,y} = \frac{\chi(y - x) + 1}{2}. The signed matrix with entries \chi(y - x) (for x \neq y) is the Jacobsthal matrix associated to the Paley construction. The relation is symmetric, ensuring the graph is undirected, because \chi(-1) = 1 if and only if q \equiv 1 \pmod{4}; thus, if y - x is a , so is its negative x - y. No loops occur, as \chi(0) = 0 \neq 1.

Examples and Small Cases

Orders up to 17

The Paley graph of order 5 is constructed over the finite field with vertices labeled 0 through 4. Two vertices are adjacent if their difference is a nonzero modulo 5, which are 1 and 4 (equivalent to ±1 modulo 5). This results in the C_5 with edges 0–1, 1–2, 2–3, 3–4, and 4–0. The for the Paley graph of order 5, with rows and columns ordered 0 to 4, is:
01234
001001
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The Paley graph of order 9 is defined over the GF(9), which can be represented as \mathbb{F}_3[\alpha] where \alpha^2 = 2. Let \beta = \alpha + 1 be a primitive element. The nonzero residues are the even powers of \beta: $1 = \beta^0, $2 = \beta^4, \alpha = \beta^6, and $2\alpha = \beta^2. Vertices are the field elements, with edges between distinct elements differing by one of these residues. This graph is 4-regular and isomorphic to the 3×3 rook's graph, where vertices correspond to positions on a 3×3 and edges connect positions attacked by a (same row or column). The Paley graph of order has vertices 0 through 12 over GF(). The nonzero quadratic residues modulo are 1, 3, 4, 9, 10, and 12. Thus, it is a where each i connects to i \pm 1, i \pm 3, i \pm 4, i \pm 9 modulo (noting that 10 ≡ -3, 12 ≡ -1, and 9 ≡ -4 modulo ). For 0, the neighbors are 1, 3, 4, 9, 10, and 12. This yields a 6-regular graph visualizing the quadratic residue structure in a small prime field. The for in the Paley graph of is: {1, 3, 4, 9, 10, 12}. The Paley graph of 17, over GF(17), has through 16. The nonzero quadratic residues 17 are 1, , 9, , , and 16. It is an 8-regular , with each connecting to those differing by these values 17. For , the neighbors are 1, , 9, , , and 16.

Larger Notable Examples

The Paley graph of order 25 is constructed over the GF(25), illustrating a case where the order is a that is not prime. Vertices correspond to elements of GF(25), with edges connecting pairs differing by a in this field. The Paley graph of order 29, with 29 vertices and degree 14, has found applications in , particularly in establishing lower bounds for Ramsey numbers involving complete subgraphs. For instance, its structure ensures the absence of K_5 or an independent set of size 5, yielding the bound R(5,5) ≥ 30. For order 37, the Paley graph marks the first instance where computations of its embedding genus become nontrivial, requiring advanced techniques beyond small-order cases due to the increasing complexity of its surface embeddings. The Paley graph of order 41 is a with parameters (41, 20, 9, 10), serving as a example in classifications of graphs. Admissible orders q for Paley graphs form the sequence of prime powers congruent to 1 4, cataloged as OEIS A085759, which includes 25, 29, 37, 41, and continues with larger values like , , and 61.

Core Properties

Strongly Regular Parameters

The Paley graph of order q, where q is a congruent to 1 4, is a with parameters (v, k, \lambda, \mu) = (q, (q-1)/2, (q-5)/4, (q-1)/4). A is defined as a k- on v vertices such that any two adjacent vertices have \lambda common neighbors, and any two non-adjacent vertices have \mu common neighbors. The regularity parameter k = (q-1)/2 follows directly from the construction: for a fixed , the number of edges incident to it equals the number of nonzero residues in the \mathbb{F}_q, which is half the number of nonzero elements since exactly half are s when q \equiv 1 \pmod{4}. To derive \lambda and \mu, consider the character \chi: \mathbb{F}_q \to \{0, \pm 1\}, where \chi(x) = 0 if x = 0, \chi(x) = 1 if x is a nonzero , and \chi(x) = -1 if x is a nonresidue. For distinct vertices u, v \in \mathbb{F}_q, the number of common neighbors (excluding u and v) is given by \frac{q - 3 - 2 \chi(u - v)}{4}. The character sum \sum_{w \in \mathbb{F}_q} \chi(w - u) \chi(w - v) = -1 for u \neq v supports the evaluation of this expression, a standard result from properties of the character, equivalent to \sum_{z \neq 0} \chi(z) \chi(z + a) = -1 for a \neq 0 by substitution. If u and v are adjacent (i.e., u - v is a , so \chi(u - v) = 1), then \lambda = (q-5)/4; if non-adjacent (\chi(u - v) = -1), then \mu = (q-1)/4. The eigenvalues of the adjacency matrix of the Paley graph are k = (q-1)/2 with multiplicity 1, and \theta = \frac{-1 + \sqrt{q}}{2}, \tau = \frac{-1 - \sqrt{q}}{2} each with multiplicity (q-1)/2. These follow from the general eigenvalue formula for strongly regular graphs: the nontrivial eigenvalues solve the x^2 - (\lambda - \mu)x + (\mu - k) = 0, with multiplicities determined by the integrality condition and trace zero property of the . Substituting the parameters yields the q, confirming the expressions above.

Self-Complementarity and Symmetry

Paley graphs exhibit a notable property known as self-complementarity, meaning that each such is to its complement. This can be established through a specific on the vertex set, which is the \mathbb{F}_q where q \equiv 1 \pmod{4}. Consider the map f: \mathbb{F}_q \to \mathbb{F}_q defined by f(x) = r x, where r \in \mathbb{F}_q^\times is a non-residue, so the \chi(r) = -1. For distinct vertices x, y \in \mathbb{F}_q, the difference x - y determines adjacency in the Paley : \{x, y\} is an edge if and only if x - y is a nonzero . Under the map f, the image difference is f(x) - f(y) = r(x - y), and \chi(f(x) - f(y)) = \chi(r(x - y)) = \chi(r) \chi(x - y) = -\chi(x - y). Thus, if x - y is a (indicating an edge in the original ), then f(x) - f(y) is a non-residue (indicating a non-edge in the original, or an edge in the complement). The condition q \equiv 1 \pmod{4} ensures \chi(-1) = 1, which is crucial for the undirected nature of the and the preservation of the adjacency relation under this transformation, confirming that f induces an between the Paley and its complement. The of a Paley graph of order q (a ) consists of the affine transformations x \mapsto b x + c, where c \in \mathbb{F}_q, b \in \mathbb{F}_q^\times is a , and extended by field automorphisms when q > p (the characteristic prime). This group has order q(q-1)/2 when q is prime, generated by multiplications by quadratic residues and translations. Vertex-transitivity follows directly from the action of translations x \mapsto x + c for c \in \mathbb{F}_q, which preserve differences and thus the edge set, allowing any to be mapped to any other while maintaining the graph structure. For odd q, Paley graphs serve as examples of conference graphs, which are strongly regular graphs with parameters (q, (q-1)/2, (q-5)/4, (q-1)/4) arising from symmetric conference matrices, highlighting their symmetric design properties.

Advanced Combinatorial Aspects

Clique and Independence Numbers

The clique number \omega(G) of a Paley graph G of order q \equiv 1 \pmod{4} satisfies \omega(G) \leq \sqrt{q}, a bound derived from the Delsarte-Hoffman ratio bound for strongly regular graphs. This upper bound is achieved precisely when q is a perfect square, in which case the vertices corresponding to a subfield of order \sqrt{q} induce a clique of that size. Equality holds in small cases, such as q=9 where \omega(G)=3, but it is conjectured that no larger cliques exist beyond these, particularly for prime q. Recent advances from 2020 to 2024 have refined these bounds using methods, , and algebraic techniques. For Paley graphs of prime order p \equiv 1 \pmod{4}, and Petridis established in 2019 (with subsequent extensions) that \omega(G) \leq \sqrt{p/2} + 1, improving the trivial bound via Stepanov's method on sumsets of quadratic residues. relaxations have further tightened this, sometimes matching or exceeding the Hanson-Petridis bound for specific primes, confirming no cliques larger than \lfloor \sqrt{p/2} + 1 \rfloor. These results leverage the properties of Paley graphs, showing that large cliques would imply unlikely arithmetic progressions in the quadratic residues. Due to the self-complementarity of Paley graphs, the independence number \alpha(G) equals the clique number \omega(G), so \alpha(G) \leq \sqrt{q} with equality when q is square. This isomorphism between G and its complement implies symmetric extremal structures, bounding both parameters uniformly. The induced by the quadratic residues in a Paley graph exhibits structured properties, as explored in recent theorems. Paley graphs also connect to Ramsey theory: the graph of order 17 has no clique or independent set of size 4, establishing R(4,4) > 17; combined with known lower bounds, this yields R(4,4) = 18.

Hamiltonian and Connectivity Features

Paley graphs, being connected strongly regular graphs that are neither complete nor empty, exhibit a diameter of 2, meaning that any two non-adjacent vertices are connected by a path of length exactly 2. This property follows directly from the parameters of the strongly regular graph, where the adjacency matrix eigenvalues ensure no greater distances exist in the graph. As (q-1)/2-regular graphs, Paley graphs of order q are highly connected, a consequence of their vertex-transitivity and the uniform structure over the . For prime q ≡ 1 mod 4, the Paley graph is a and thus , with explicit constructions of Hamiltonian cycles dating back to the using primitive roots in the to generate the cycle order. Self-complementarity further aids in constructing such paths by allowing complementary traversals. Recent results on pebbling, a where pebbles are moved along to cover all with minimal initial placement, show that the edge pebbling number of a Paley graph of order is exactly . This bound is achieved by distributing one per and leveraging the graph's to pebble every . The quasi-random of Paley graphs, characterized by a where the second-largest eigenvalue is approximately (-1 + √)/2 in magnitude, implies strong expansion properties that guarantee Hamiltonicity for sufficiently large . This eigenvalue separation ensures the graph behaves like a random , facilitating the existence of cycles via extremal results on expanders. As of , research on numbers continues with results on generalized Paley graphs providing further insights into extremal structures.

Directed Variants

Paley Tournaments

Paley tournaments arise as the directed counterpart to Paley graphs when the order q is a congruent to 3 modulo 4. The set is the \mathbb{F}_q, and there is a directed from x to y (with x \neq y) if and only if y - x is a nonzero in \mathbb{F}_q. This construction yields a because the condition q \equiv 3 \pmod{4} implies that -1 is a quadratic non-residue (i.e., the \chi(-1) = -1), ensuring antisymmetry: if y - x is a residue, then x - y = -(y - x) is a non-residue, so exactly one direction between any pair of distinct vertices. As a regular tournament, every vertex in the Paley tournament of order q has out-degree (q-1)/2, since precisely half of the nonzero elements in \mathbb{F}_q are quadratic residues. The structure is highly symmetric, being vertex-transitive via the affine transformations of the field (translations and multiplications by nonzero elements). Vertex-transitivity implies strong connectivity, meaning there is a directed path from every vertex to every other. By Camion's theorem, every strongly connected tournament admits a Hamiltonian cycle, so the Paley tournament contains a directed cycle passing through all vertices; consequently, it also has Hamiltonian paths. Paley tournaments find applications in combinatorial designs, particularly for modeling tournaments where each participant plays every other exactly once, with the condition providing balanced outcomes and symmetry. Graham and Spencer utilized them to demonstrate paradoxical properties, such as the existence of subsets where no single dominates all others in certain induced subtournaments, aiding in the analysis of fair scheduling and domination in competitive structures. They also appear in sequencing problems, where the transitive and regular nature supports constructing ordered arrangements of elements with prescribed interaction properties, as in algorithmic generation of schedules.

Digraph Constructions

The general Paley digraph of order q, where q is an odd , has vertex set \mathbb{F}_q and a directed from u to v (u \neq v) v - u is a nonzero in \mathbb{F}_q. When q \equiv 1 \pmod{4}, -1 is a , so edges are bidirectional whenever the difference is a , yielding a symmetric that bidirects the edges of the corresponding undirected Paley graph. In contrast, for q \equiv 3 \pmod{4}, edges are unidirectional, resulting in a . Paley digraphs construct conference matrices of order q+1 by adding a new vertex w with directed edges to and from all vertices in the digraph, then forming the matrix with 0s on the diagonal, -1s for outgoing arcs from rows to columns, and +1s otherwise (after suitable normalization). For q \equiv 1 \pmod{4}, this produces a symmetric conference matrix; for q \equiv 3 \pmod{4}, it yields an antisymmetric (skew) conference matrix. These antisymmetric conference matrices from Paley digraphs enable constructions of antisymmetric designs, which are combinatorial structures with balanced incidence properties analogous to block designs but incorporating directed asymmetries. Paley digraphs of order 11 generate the Paley , a symmetric $2-(11,5,2) where the blocks are the cosets of the difference set formed by the nonzero residues in \mathbb{F}_{11}. This has 11 points and 11 blocks, each of size 5, and exemplifies how quadratic residue differences in the digraph translate to geometric configurations with every pair of points in exactly two blocks.

Embeddings and Topology

Planarity and Genus Bounds

Paley graphs of order q are planar precisely when q = 5. The case q = 5 yields the C_5, which is inherently planar. For q \geq 9, Paley graphs are non-planar. For q = 9, the graph contains edge crossings in any plane drawing. For q \geq 13, this follows from the edge count m = q(q-1)/4 exceeding the planarity threshold $3q - 6, derived from for planar graphs, implying the presence of subdivisions of K_5 or K_{3,3} by Kuratowski's theorem. A 2023 analysis confirms non-planarity for all Paley graphs except that of order 5. The orientable genus g(q) of a Paley graph satisfies the lower bound g(q) \geq \lceil (q^2 - 13q + 24)/24 \rceil, obtained via q - m + f = 2 - 2g combined with the face-degree inequality $2m \geq 3f for simple embeddings, yielding g \geq \lceil (m - 3(q - 2))/6 \rceil. This bound is exact for small q \geq 13; for instance, the Paley graph of 13 has 1 and embeds on the , while that of 17 has genus 4. The -9 Paley graph also has 1. For Paley graphs where q is a , a posits that the approaches the Euler lower bound asymptotically: g(q) \approx (q^2 - 13q + 24)/24. Known upper bounds include embeddings on orientable surfaces of (q-1)(q-8)/8 when q \equiv 1 \pmod{8}, which are flag-transitive.

Surface Embeddings

The Paley graph of order q=5 admits an embedding on , corresponding to 0, realized as a reflexible spherical map of type \{5, 2\}. This construction aligns with the minimal determined for small Paley graphs. For q=9, the Paley graph embeds on the of 1 as a reflexible of type \{4, 4\}, providing an explicit low- realization that matches its minimal genus. This embedding leverages the structure of generalized Paley maps over the \mathbb{F}_9. The Paley graph P_{[13](/page/13)} of order q=13 has a toroidal embedding on the genus-1 , constructed as a chiral triangular of type \{3, 6\} with 13 vertices, 39 edges, and 26 hexagonal faces. This embedding arises from a generalized Paley dessin over \mathbb{F}_{[13](/page/13)}, where vertices represent elements and edges connect differences that are quadratic residues; specifically, it uses the connection set generated by powers of 4 modulo 13, with a via the generator 10. The construction can be derived using voltage graph techniques on a base graph with voltages assigned from the additive group \mathbb{Z}_{13} \times \mathbb{Z}_{13} to lift the embedding, ensuring a regular 6-valent on the . Explicit embeddings on the exist for Paley graphs of certain small orders, such as q=5, where the graph's sparsity allows a crossing-free drawing on this non-orientable surface of 1; however, larger orders generally require higher due to edge density.

Generalizations and Extensions

Cubic and Higher Paley Graphs

Cubic Paley graphs generalize the original Paley by connecting vertices whose differences are cubic residues rather than residues. Specifically, for a \mathbb{F}_q where q is a congruent to 1 3, the cubic Paley graph has vertex set \mathbb{F}_q and edges between distinct vertices u and v if u - v is a in \mathbb{F}_q^\times, i.e., u - v = y^3 for some y \in \mathbb{F}_q^\times. This requires 3 to divide q-1 to ensure the multiplicative of cubes has 3. These graphs are undirected, symmetric, and of (q-1)/3, reflecting the proportion of nonzero elements that are cubic residues. Unlike the quadratic Paley graphs, which are self-complementary and strongly with parameters (q, (q-1)/2, (q-5)/4, (q-1)/4), cubic Paley graphs are not self-complementary and generally not strongly , though they exhibit specific adjacency properties such as being n-existentially closed for sufficiently large q > n. Quadruple Paley graphs extend this idea further, defined over \mathbb{F}_q with q \equiv 1 \pmod{8}, where edges join vertices differing by a residue, i.e., u - v = y^4 for y \in \mathbb{F}_q^\times. They are of (q-1)/d where d = \gcd(4, q-1), and share similar existential properties, being n-existentially closed for q > 2n. More broadly, generalized Paley graphs of order m (for odd m \geq 3) connect vertices in \mathbb{F}_q (with m dividing q-1) if their difference lies in the image of the m-th power map on \mathbb{F}_q^\times. These are of (q-1)/d with d = \gcd(m, q-1), and while connected when q is prime and d > 1, they may be disconnected for composite q under certain conditions. Their parameters deviate from strong , emphasizing altered intersection properties compared to the case, and they possess adjacency conditions like property P(m, n, k) for large q.

Broader Finite Field Variants

Generalized Paley graphs extend the original construction by replacing quadratic residues with higher-degree power residues in the of the \mathbb{F}_q, where q is a congruent to 1 $2k for some positive k. Specifically, the generalized Paley graph P(q, k) has vertex set \mathbb{F}_q and edges between distinct vertices x and y if x - y belongs to the of nonzero k-th powers in \mathbb{F}_q^\times. These graphs inherit many properties from the standard Paley graph, such as vertex-transitivity, but may be disconnected when q = p^n for n > 1, with components isomorphic to smaller generalized Paley graphs over subfields. To accommodate orders that are not prime powers, Paley-type graphs have been defined over the \mathbb{Z}_N for composite N = pq, where p and q are distinct primes both congruent to 1 4. In this , the set is \mathbb{Z}_N, and two vertices a and b are adjacent if a - b is a N, meaning it is a quadratic residue both p and q. These graphs are Cayley graphs on the additive group \mathbb{Z}_N, edge-regular of (p-1)(q-1)/4, , and arc-transitive, though they lack self-complementarity unlike the prime-power case. Depending on whether 5 divides N, they are either triangle-free with girth 4 and 3, or triangulated with girth 3 and 2. Paley-like graphs of order q^2 over the finite field \mathbb{F}_{q^2}, viewed as a 2-dimensional vector space over \mathbb{F}_q, have vertices as elements of \mathbb{F}_{q^2} and edges between distinct a and b if their field product ab lies in a fixed \mathbb{F}_q-subspace U \subsetneq \mathbb{F}_{q^2}. This differs from the standard Paley graph on \mathbb{F}_{q^2}, which uses differences in the field rather than products in the vector space, and allows constructions for even q. The clique number varies with the dimension of U and whether U contains nonzero squares, ranging from 3 to q+1 or q^2 in specific cases. Recent analyses of generalized Paley graphs have incorporated geometric measures like , revealing uniform positive curvature across edges in connected components. For P(q, k), the on any edge is k/(q-1) \cdot (2 + |\nabla_{xy}|), where \nabla_{xy} accounts for neighboring vertices, confirming the graphs' pseudo-random and expander . This extends classical eigenvalue bounds and highlights connectivity thresholds based on subfield structures. Connections between Paley graphs and prime graphs—where vertices are integers up to n and edges link numbers sharing a common prime factor—emerge through shared number-theoretic foundations, such as quadratic residues and the structure of primes congruent to 1 4. A 2024 thesis explores these links, using Paley graph independence numbers to inform bounds on prime graph cliques via the Lovász , and extends to applications in combinatorial puzzles like crosswords, where maximal word placements mirror independence sets.

Applications

Coding Theory and Cryptography

Paley graphs have found significant applications in coding theory, particularly through their association with irreducible cyclic codes. In 2021, researchers computed the explicit weight distributions of such codes linked to decomposable generalized Paley graphs, revealing spectra that enhance understanding of error-correcting capabilities in finite field settings. These distributions are derived from the Cartesian decomposability of the graphs, allowing for precise determination of code weights that support reliable detection and correction in communication systems. The strongly regular parameters of Paley graphs further inform these code constructions by providing bounds on minimum distances. In , Paley graphs leverage their pseudorandom properties for secure protocols, including mechanisms. A symmetric key cryptographic algorithm utilizes the of Paley graphs, transformed via ASCII values, to encrypt sensitive messages, ensuring confidentiality through the graph's structure. This approach exploits the graphs' expander-like behavior and balanced degrees to generate pseudorandom walks that resist cryptanalytic attacks. Recent applications extend to quantum secret sharing schemes, where Paley graphs serve as graph states to distribute quantum secrets among participants. By modeling access structures on these graphs, protocols achieve improved efficiency bounds, such as improving the upper bound on the to n - n^{0.71} for n parties, enhancing in quantum networks. These schemes ensure that unauthorized subsets cannot reconstruct the secret, drawing on the graphs' for robust enforcement. Connections to Hadamard matrices further bolster coding bounds in Paley graph applications. Paley constructions yield type I and type II Hadamard matrices, from which orbit matrices generate linear codes with optimal minimum distances, as demonstrated in explicit constructions for certain orders. These matrices provide upper bounds on code rates, enabling the design of high-performance error-correcting codes in noisy channels.

Geometry and Algebraic Structures

The Paley graph of order 11 serves as the collinearity graph for the Paley , a symmetric 2-(11,5,2) arising in . In this structure, the vertices correspond to the points of the design, which are the elements of the \mathbb{F}_{11}, and two points are adjacent in the graph if their difference is a nonzero modulo 11, equivalent to the points being collinear (i.e., contained in a common block or line). The blocks (lines) are the 11 translates of the set of quadratic residues \{1, 3, 4, 5, 9\} modulo 11, ensuring each pair of distinct points lies in exactly \lambda = 2 blocks. This embeds combinatorial properties of finite fields into a geometric framework, highlighting the Paley graph's role in realizing point-line incidences without invoking higher-dimensional projective spaces. Paley constructions also yield conference matrices and associated symmetric designs, bridging with combinatorial designs. For a q \equiv 1 \pmod{4}, the Paley conference matrix of order q+1 is formed by bordering the of the Paley graph of order q with a vector of ones, resulting in a C with zeros on the diagonal and off-diagonal entries \pm 1 satisfying C C^T = q I. This matrix's incidence interpretation—treating rows as points and supports of rows as blocks—produces a symmetric 2-(q+1, q/2, (q-5)/4) design, where blocks are defined via quadratic residues in \mathbb{F}_q. The of the Paley graph induces symmetries in this design, preserving the balanced incomplete block structure. Such designs exemplify how Paley graphs encode equitable partitions and equitable colorings inherent to geometries. Recent advances highlight the of Paley graphs in modeling geometric random graphs. Kunisky (2024) demonstrates that the Paley graph of prime p exhibits eigenvalue distributions mimicking those of random graphs on geometric point sets in high dimensions, with nontrivial eigenvalues bounded by O(\sqrt{p \log p}) in magnitude. This property implies quasirandom behavior for subgraph counts and expansion, analogous to Erdős–Rényi models but rooted in progressions from finite fields. In geometric contexts, these graphs approximate graphs of random points in under quadratic distance metrics, aiding analysis of densities without probabilistic assumptions.

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