Compilation··3:07·Combinatorics

Circulant Hadamard Conjecture, Cycle–Clique Ramsey Numbers and 7 More in Combinatorics

Compilation · 3:07 · 15 October 2026Watch on YouTube →

Watch on YouTubeAbout the problem →

About this video

9 results from OpenAI's public mathematics catalogue, one per chapter. Each chapter names the problem, shows the real objects, and states what OpenAI claims; none of it is peer reviewed yet.

Chapters:
0:00 Bounded-Degree Coboundary Expanders in Every Dimension
0:21 Circulant Hadamard Conjecture
0:41 Halving Lines
1:02 Cycle–Clique Ramsey Numbers
1:23 Gopalan–Servedio Square-Root Degree Bound Disproved
1:45 Strong Thin Tree Conjecture
2:06 Ramanujan Graphs in Every Degree
2:26 Power Savings for Square-Difference-Free Sets
2:46 AEKS Conjecture on Correspondence Coloring

Bounded-Degree Coboundary Expanders in Every Dimension: Expander graphs are sparse but extremely well connected.
Explained: gradientdamage.com/p/177
Paper: github.com/openai/math/blob/main/preprints/Bounded-degree-cob…

Circulant Hadamard Conjecture: A circulant matrix repeats one row, shifted one step each time.
Explained: gradientdamage.com/p/179
Paper: github.com/openai/math/blob/main/preprints/The-circulant-Hada…

Halving Lines: Scatter n dots in the plane, no three on a line.
Explained: gradientdamage.com/p/183
Paper: github.com/openai/math/blob/main/preprints/A-power-saving-for…

Cycle–Clique Ramsey Numbers: Colour every link between n dots pink or cyan.
Explained: gradientdamage.com/p/189
Paper: github.com/openai/math/blob/main/preprints/Cycle-clique-Ramse…

Gopalan–Servedio Square-Root Degree Bound Disproved: A Boolean function colours the corners of a cube with +1 and −1.
Explained: gradientdamage.com/p/192
Paper: github.com/openai/math/blob/main/preprints/Unbounded-Violatio…

Strong Thin Tree Conjecture: A network is k-edge-connected if you must cut at least k links to split it.
Explained: gradientdamage.com/p/174
Paper: github.com/openai/math/blob/main/preprints/The-strong-thin-tr…

Ramanujan Graphs in Every Degree: A Ramanujan graph is a network where every node has exactly d links, yet it is as well connected as the eigenvalues allow: every adjacency eigenvalue other than d lies within ±2√(d−1).
Explained: gradientdamage.com/p/178
Paper: github.com/openai/math/blob/main/preprints/Deterministic-nonb…

Power Savings for Square-Difference-Free Sets: Choose numbers from 1 to N so that no two of them differ by a perfect square.
Explained: gradientdamage.com/p/182
Paper: github.com/openai/math/blob/main/preprints/A-power-saving-for…

AEKS Conjecture on Correspondence Coloring: Take a tangled network in which no 4 nodes are all linked to each other.
Explained: gradientdamage.com/p/184
Paper: github.com/openai/math/blob/main/preprints/Correspondence-Col…

The animations illustrate the results; they are not proofs.

Gradient Damage: mathematics you can see, equations you can hear.
youtube.com/@gradientdamage

Chapters

One problem per chapter. Each name links to the result's own page, each time to that moment on YouTube.

  1. Bounded-Degree Coboundary Expanders in Every Dimension Combinatorics
  2. Circulant Hadamard Conjecture Combinatorics
  3. Halving Lines Combinatorics
  4. Cycle–Clique Ramsey Numbers Combinatorics
  5. Gopalan–Servedio Square-Root Degree Bound Disproved Combinatorics
  6. Strong Thin Tree Conjecture Combinatorics
  7. Ramanujan Graphs in Every Degree Combinatorics
  8. Power Savings for Square-Difference-Free Sets Combinatorics
  9. AEKS Conjecture on Correspondence Coloring Combinatorics

Chapter 1: about the problem

Combinatorics·OpenAI Math·Result 177

Bounded-degree coboundary expanders

Constructs arbitrarily large finite d-dimensional simplicial complexes, for every d ≥ 3, with uniformly bounded vertex degrees and uniform 𝔽2 coboundary expansion in every degree below d. Together with the known graph and two-dimensional cases, this establishes the existence of such expanders in every positive dimension. (Lean)

OpenAI, in its public catalogue of maths results · preprint, not peer reviewed

The papers and the claim →

Chapter 2: about the problem

Combinatorics·OpenAI Math·Result 179·from 0:21

The circulant Hadamard and Barker-sequence conjectures

Proves that real circulant Hadamard matrices exist exactly in orders 1 and 4, resolving the circulant Hadamard conjecture. Together with classical Barker-sequence results, this shows that binary sequences whose nontrivial aperiodic autocorrelations have magnitude at most 1 exist at lengths n > 1 exactly when n ∈ {2,3,4,5,7,11,13}. (Lean)

OpenAI, in its public catalogue of maths results · preprint, not peer reviewed

The papers and the claim →

Chapter 3: about the problem

Combinatorics·OpenAI Math·Result 183·from 0:41

Power savings for planar halving lines and k-sets

Improves the planar halving-line bound to O(n4/3-ε) for sets with no three collinear and an absolute ε > 0. More generally, an n-point set with no three collinear has O(n(k+1)1/3-ε0) strictly separable k-subsets for 1 ≤ k ≤ n/2, with an absolute ε0 > 0. The constants and positive exponents are nonquantitative. (Lean)

OpenAI, in its public catalogue of maths results · preprint, not peer reviewed

The papers and the claim →

Chapter 4: about the problem

Combinatorics·OpenAI Math·Result 189·from 1:02

Cycle–clique Ramsey numbers

Proves the Erdős–Faudree–Rousseau–Schelp conjecture: R(Cm,Kn)=(m-1)(n-1)+1 for every m ≥ n ≥ 3, except R(C3,K3)=6. This is the exact threshold forcing a red m-cycle or a blue n-clique in every red–blue coloring of a complete graph. (Lean)

OpenAI, in its public catalogue of maths results · preprint, not peer reviewed

The papers and the claim →

Chapter 5: about the problem

Combinatorics·OpenAI Math·Result 192·from 1:23

Boolean functions violate the square-root degree bound by arbitrary factors

Disproves the proposed square-root bound relating a Boolean function's linear Fourier coefficients to its polynomial degree. For every C > 0, there is a sign-valued Boolean function f with ∑if̂({i}) > C√(deg(f)). Thus its total signed correlation with individual input bits can exceed the proposed bound by an arbitrary factor. (Lean)

OpenAI, in its public catalogue of maths results · preprint, not peer reviewed

The papers and the claim →

Chapter 6: about the problem

Combinatorics·OpenAI Math·Result 174·from 1:45

Deterministic construction of strong thin spanning trees

Resolves the strong thin-tree conjecture constructively. Every finite loopless k-edge-connected multigraph on at least two vertices has a spanning tree containing at most a universal C/k fraction of the edges of every cut. Such a tree can be found deterministically in polynomial time, even with binary-encoded parallel-edge multiplicities. (Lean)

OpenAI, in its public catalogue of maths results · preprint, not peer reviewed

The papers and the claim →

Chapter 7: about the problem

Combinatorics·OpenAI Math·Result 178·from 2:06

Deterministic nonbipartite Ramanujan graphs in every fixed degree

For every fixed d ≥ 3, constructs a simple d-regular nonbipartite Ramanujan graph on every sufficiently large even number n of vertices, with every nonconstant adjacency eigenvalue strictly between -2√(d-1) and 2√(d-1). A deterministic algorithm outputs the full adjacency list in polynomial bit time, with exponent depending on d.

OpenAI, in its public catalogue of maths results · preprint, not peer reviewed

The papers and the claim →

Chapter 8: about the problem

Combinatorics·OpenAI Math·Result 182·from 2:26

Power savings for intersective polynomial differences and prime arguments

For every fixed intersective integer polynomial h of degree k ≥ 2 with positive leading coefficient, proves that a subset of {1,…,N} avoiding nonzero values h(1),h(2),… as differences has size Oh(N1-ck), with ck > 0 depending only on degree. Here intersective means having a root modulo every modulus. For prime arguments, a power saving also holds when h has a unit root modulo every modulus, with exponent allowed to depend on h. (Lean)

OpenAI, in its public catalogue of maths results · preprint, not peer reviewed

The papers and the claim →

Chapter 9: about the problem

Combinatorics·OpenAI Math·Result 184·from 2:46

Correspondence coloring with a fixed forbidden subgraph

Proves the Alon–Krivelevich–Sudakov coloring conjecture in correspondence-coloring form: graphs avoiding any fixed subgraph F need OF(Δ/log Δ) colors when their maximum degree Δ is sufficiently large. Also proves the Ajtai–Erdős–Komlós–Szemerédi independence conjecture: for fixed r ≥ 4, every n-vertex Kr-free graph of average degree d ≥ 2 has an independent set of size Ωr(n log d/d). (Lean)

OpenAI, in its public catalogue of maths results · preprint, not peer reviewed

The papers and the claim →

Topics

coboundary expanderscirculant Hadamard conjecturehalving linescycle-clique Ramsey numbersGopalan-Servedio conjecturethin tree conjectureRamanujan graphsFurstenberg-Sarkozy theoremgraph coloringCombinatoricsOpenAI mathAI proofAI mathematicsmathsGradient Damage