Compilation··3:09·Partial differential equations

Boltzmann Equation, Hot Spots Conjecture and 7 More in Partial Differential Equations

Compilation · 3:09 · 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 Boltzmann Equation
0:22 The Mumford-Shah Conjecture in the Plane
0:43 One-Phase Bernoulli Problem
1:04 The Ball–Evans Approximation Problem in 3D
1:24 Hot Spots Conjecture
1:46 The Hénon–Lane–Emden Conjecture
2:06 Coulomb Monge Problem
2:27 Sharp One-Third Stability of Brenier Maps
2:47 Infinity-Harmonic Functions

Boltzmann Equation: The Boltzmann equation tracks a gas of bouncing hard spheres through its density in position and velocity.
Explained: gradientdamage.com/p/363
Paper: github.com/openai/math/blob/main/preprints/Nonuniqueness-with…

The Mumford-Shah Conjecture in the Plane: Mumford and Shah asked how to cut a picture into smooth pieces while keeping the edges short.
Explained: gradientdamage.com/p/366
Paper: github.com/openai/math/blob/main/preprints/Interior-regularit…

One-Phase Bernoulli Problem: In the one-phase Bernoulli problem a fluid fills part of space and its edge, the free boundary, minimizes the Bernoulli energy.
Explained: gradientdamage.com/p/367
Paper: github.com/openai/math/blob/main/preprints/The-critical-dimen…

The Ball–Evans Approximation Problem in 3D: In nonlinear elasticity a deformation must not tear or fold, but it may have sharp creases: it is a Sobolev (W^{1,p}) homeomorphism rather than a smooth map.
Explained: gradientdamage.com/p/368
Paper: github.com/openai/math/blob/main/preprints/Strong-diffeomorph…

Hot Spots Conjecture: Heat a metal plate in one place, insulate its edges and let it cool.
Explained: gradientdamage.com/p/369
Paper: github.com/openai/math/blob/main/preprints/Strict-hot-spots-a…

The Hénon–Lane–Emden Conjecture: The Lane–Emden system couples two positive functions u and v: the curvature of u is set by a power of v, and the curvature of v by a power of u, so each pushes the other down.
Explained: gradientdamage.com/p/370
Paper: github.com/openai/math/blob/main/preprints/The-Subcritical-He…

Coulomb Monge Problem: In density functional theory's strongly correlated limit, three electrons sharing one density arrange themselves to make the total Coulomb repulsion as small as possible.
Explained: gradientdamage.com/p/373
Paper: github.com/openai/math/blob/main/preprints/A-counterexample-t…

Sharp One-Third Stability of Brenier Maps: Spread sand evenly over a square, then move it to three points as cheaply as possible, where cost is distance squared.
Explained: gradientdamage.com/p/374
Paper: github.com/openai/math/blob/main/preprints/Sharp-One-Third-St…

Infinity-Harmonic Functions: Fix the values on the edge of a region and fill in the tightest possible surface: one where no patch could be redone with a smaller steepest slope.
Explained: gradientdamage.com/p/377
Paper: github.com/openai/math/blob/main/preprints/Uniform-Interior-C…

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. Boltzmann Equation Partial differential equations
  2. The Mumford-Shah Conjecture in the Plane Partial differential equations
  3. One-Phase Bernoulli Problem Partial differential equations
  4. The Ball–Evans Approximation Problem in 3D Partial differential equations
  5. Hot Spots Conjecture Partial differential equations
  6. The Hénon–Lane–Emden Conjecture Partial differential equations
  7. Coulomb Monge Problem Partial differential equations
  8. Sharp One-Third Stability of Brenier Maps Partial differential equations
  9. Infinity-Harmonic Functions Partial differential equations

Chapter 1: about the problem

Partial differential equations·OpenAI Math·Result 363

Nonuniqueness with local conservation for the hard-sphere Boltzmann equation

Constructs two distinct global entropy solutions of the three-dimensional periodic hard-sphere Boltzmann equation from the same nonnegative initial density, with bounded velocity support and finite mass, energy and absolute entropy. Both are strongly continuous in L1 and satisfy exact local conservation of mass, momentum and kinetic energy. (Lean)

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

The papers and the claim →

Chapter 2: about the problem

Partial differential equations·OpenAI Math·Result 366·from 0:22

The planar Mumford–Shah regularity conjecture and local weak-L4 gradient bounds

Resolves the interior regularity conjecture for reduced absolute planar Mumford–Shah minimizers with bounded fidelity data. Locally, the closed discontinuity set is a C1,α arc, a regular crack tip, or three arcs meeting at 120°; only finitely many global connected components meet any compact interior region.

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

The papers and the claim →

Chapter 3: about the problem

Partial differential equations·OpenAI Math·Result 367·from 0:43

The critical dimension for the one-phase Bernoulli problem

Establishes seven as the first dimension admitting a nonflat, one-homogeneous global minimizer of the one-phase Bernoulli energy. Consequently, minimizing free boundaries are smooth through dimension six, and their singular sets have dimension at most n-7 in higher dimensions. (Lean)

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

The papers and the claim →

Chapter 4: about the problem

Partial differential equations·OpenAI Math·Result 368·from 1:04

The three-dimensional Ball–Evans approximation problem

Resolves the three-dimensional Ball–Evans approximation problem: every W1,p homeomorphism between arbitrary bounded domains in ℝ3, for 1 ≤ p < ∞, is a strong W1,p limit of smooth diffeomorphisms onto the same target.

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

The papers and the claim →

Chapter 5: about the problem

Partial differential equations·OpenAI Math·Result 369·from 1:24

The hot spots conjecture for simply connected planar domains

Proves a strict form of Burdzy's simply connected hot spots conjecture. On every smooth bounded simply connected planar domain, each nonzero eigenfunction for the first positive Neumann eigenvalue has no interior critical point, so all global extrema lie on the boundary. Eigenvalue multiplicity is allowed. (Lean)

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

The papers and the claim →

Chapter 6: about the problem

Partial differential equations·OpenAI Math·Result 370·from 1:46

The Lane–Emden and Hénon–Lane–Emden conjectures

Resolves the subcritical Lane–Emden conjecture and its weighted Hénon extension. For n ≥ 2, p,q > 0 and real A, B, the system -Δ u=|x|A vp, -Δ v=|x|B uq has no positive entire solution when (n+A)/(p+1)+(n+B)/(q+1) > n-2, with solutions continuous at the origin and classical elsewhere. No symmetry or growth assumption is needed. Known radial existence gives the exact existence criterion for n ≥ 3 and A,B > -2. (Lean)

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

The papers and the claim →

Chapter 7: about the problem

Partial differential equations·OpenAI Math·Result 373·from 2:06

Nonattainment of the three-marginal Coulomb Monge problem

An optimal three-particle Coulomb configuration need not be a deterministic function of the first particle, even for smooth identical spatial densities. The Monge and Kantorovich infima agree, but the Monge infimum is not attained. The same phenomenon occurs for every inverse-power Riesz exponent in each dimension at least two, with a suitable density in each case. (Lean)

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

The papers and the claim →

Chapter 8: about the problem

Partial differential equations·OpenAI Math·Result 374·from 2:27

Sharp one-third stability of Brenier maps

For uniform source measure ρ on a compact convex body with interior in dimension at least two, quadratic optimal transport maps satisfy ‖Tμ-Tν‖L2(ρ) ≤ C W2(μ,ν)1/3 uniformly over targets in a fixed compact set. The exponent is sharp, even for three-atom targets, disproving Letrouit's conjectured square-root bound. (Lean)

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

The papers and the claim →

Chapter 9: about the problem

Partial differential equations·OpenAI Math·Result 377·from 2:47

Interior C1,α regularity for infinity-harmonic functions

Proves uniform interior C1,αd regularity for bounded infinity-harmonic functions in every dimension d ≥ 3, for a positive exponent depending only on dimension. The gradient's supremum norm and Hölder seminorm on the half unit ball are bounded by a dimension-dependent constant times the oscillation on the unit ball. The exponent is not explicit.

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

The papers and the claim →

Topics

Boltzmann equationMumford-Shah conjectureBernoulli problemBall-Evans problemhot spots conjectureLane-Emden conjectureMonge problemoptimal transportinfinity harmonic functionsPartial differential equationsOpenAI mathAI proofAI mathematicsmathsGradient Damage