pith. machine review for the scientific record. sign in

arxiv: 2605.04810 · v1 · submitted 2026-05-06 · 🧮 math.AP · math.CA

Recognition: unknown

Non-uniqueness for a differential equation and a proof by ChatGPT

Authors on Pith no claims yet

Pith reviewed 2026-05-08 17:01 UTC · model grok-4.3

classification 🧮 math.AP math.CA
keywords non-uniquenessdifferential equationssmooth functionsinitial value problemsweighted Laplace transformsdifference quotients
0
0 comments X

The pith

Smooth positive M allows non-unique solutions to the differential equation even with f(0,x)=0.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The paper considers the evolution equation that sets the time derivative of f equal to a difference quotient involving the positive weight M. It proves that uniqueness fails in the smooth category: one can choose smooth f and M>0 so that f vanishes at t=0 yet f(t,0) is not identically zero while the equation holds for x>0. Uniqueness is recovered for a broad family of weights M. The construction is linked to questions of uniqueness for weighted Laplace transforms, and the authors supply a complete proof of an example first suggested by ChatGPT.

Core claim

There exist infinitely differentiable functions f(t,x) and M(t,x) on the unit square with M strictly positive, f(0,x)=0 for all x, f(t,0) not identically zero, and satisfying the equation that equates the partial derivative of f with respect to t to [M(t,x)f(t,x) minus M(t,0)f(t,0)] divided by x.

What carries the argument

The difference-quotient right-hand side of the differential equation, which must coincide with the time derivative while preserving infinite smoothness and positivity of M.

If this is right

  • For some smooth positive M the initial-value problem admits multiple solutions.
  • Uniqueness holds for a large class of weights M(t,x).
  • The non-uniqueness example connects directly to non-uniqueness results for certain weighted Laplace transforms.
  • The same construction can be used to produce counterexamples in related integral equations.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • ChatGPT-generated examples in analysis can be mathematically valid once rigorously verified.
  • Similar non-uniqueness may appear in other singular evolution equations where difference quotients replace derivatives.
  • The result suggests examining well-posedness of numerical schemes that assume uniqueness for such weighted equations.

Load-bearing premise

That sufficiently smooth f and M exist so the difference quotient matches the time derivative at every point including x=0.

What would settle it

Explicitly writing down the constructed f and M and verifying by direct differentiation and subtraction that the equation holds pointwise for x>0 and at x=0.

Figures

Figures reproduced from arXiv: 2605.04810 by Brian Street.

Figure 2.1
Figure 2.1. Figure 2.1: The positively oriented contour in the sector 0 view at source ↗
read the original abstract

Let $f(t,x),M(t,x)\in C([0,1]^2)$ with $M(t,x)>0$. We consider differential equations of the form \[ \frac{\partial f}{\partial t}(t,x)=\frac{M(t,x)f(t,x)-M(t,0)f(t,0)}{x},\quad x>0. \] For a fixed positive weight $M$, we ask whether the condition $f(0,x)=0$ forces $f\equiv 0$. We show the answer is negative for smooth functions: there exist $f(t,x),M(t,x)\in C^{\infty}([0,1]^2)$ with $f(0,x)=0$, $f(t,0)\not\equiv 0$, and $M(t,x)>0$ satisfying the above equation. However, we show that for a large class of $M(t,x)$, the equation does have uniqueness. We relate this to uniqueness/non-uniqueness theorems for weighted Laplace transforms. A key example originated in an output by ChatGPT-5.5-Pro, and we include a discussion of its output as well as a complete proof.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

0 major / 2 minor

Summary. The manuscript constructs explicit C^∞ functions f(t,x) and M(t,x)>0 on [0,1]^2 satisfying f(0,x)≡0, f(t,0)≢0, and the PDE ∂f/∂t(t,x) = [M(t,x)f(t,x) - M(t,0)f(t,0)]/x for x>0, thereby establishing non-uniqueness. It proves uniqueness holds for a broad class of weights M and relates the equation to uniqueness questions for weighted Laplace transforms. The key counterexample originated in an output of ChatGPT-5.5-Pro; the paper supplies a complete, directly verifiable proof together with a discussion of the AI-generated material.

Significance. If the explicit construction and direct differentiation verification hold, the result supplies a concrete, parameter-free counterexample showing that the initial condition f(0,x)=0 need not force the zero solution for this first-order PDE even in the smooth category. The link to weighted Laplace transforms may connect to existing uniqueness theory in integral transforms. The rigorous verification of the machine-generated example is a positive feature.

minor comments (2)
  1. Abstract: the phrase 'a large class of M(t,x)' is used for the uniqueness result; a brief indication of the precise conditions (e.g., positivity, continuity, or analyticity requirements) would clarify the scope without lengthening the abstract.
  2. The discussion of the ChatGPT output would benefit from an explicit statement of which parts of the final proof were taken from the model and which steps were supplied or corrected by the authors.

Simulated Author's Rebuttal

0 responses · 0 unresolved

We thank the referee for the careful reading and the positive recommendation of minor revision. The referee summary accurately captures the content and contributions of the manuscript, including the explicit smooth counterexample to uniqueness, the verification of the ChatGPT-generated example, and the relation to weighted Laplace transforms.

Circularity Check

0 steps flagged

Explicit construction and direct verification yield self-contained non-uniqueness result

full rationale

The paper proves existence of the desired smooth f and M by supplying explicit functional forms, then confirming by direct differentiation that the difference quotient equals ∂f/∂t on x>0, that the expression extends smoothly across x=0, and that M>0 with f(0,x)=0. The uniqueness statements for restricted classes of M follow from separate analytic estimates or the relation to weighted Laplace transforms; neither direction reduces to the other by definition or by a fitted parameter. No self-citation chain, ansatz smuggling, or renaming of known results appears as a load-bearing step in the derivation.

Axiom & Free-Parameter Ledger

0 free parameters · 1 axioms · 0 invented entities

The central claim rests on standard assumptions of smoothness and positivity with no free parameters fitted to data; the non-uniqueness is demonstrated by direct construction rather than by solving an optimization or fitting problem.

axioms (1)
  • standard math f and M belong to C^∞([0,1]^2) or at least C([0,1]^2) with M>0
    Invoked throughout the abstract to guarantee the difference quotient is well-defined and to enable the smooth counterexample.

pith-pipeline@v0.9.0 · 5501 in / 1300 out tokens · 36630 ms · 2026-05-08T17:01:52.378091+00:00 · methodology

discussion (0)

Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.

Reference graph

Works this paper leans on

17 extracted references · 2 canonical work pages

  1. [1]

    1582, Springer, 1994

    Werner Balser, From divergent power series to analytic functions: Theory and application of multisummable power series, Lecture Notes in Mathematics, vol. 1582, Springer, 1994

  2. [2]

    Bubeck, C

    Sébastien Bubeck, Christian Coester, Ronen Eldan, Timothy Gowers, Yin Tat Lee, Alexandru Lupsasca, Mehtaab Sawhney, Robert Scherrer, Mark Sellke, Brian K. Spears, Derya Unutmaz, Kevin Weil, Steven Yin, and Nikita Zhivotovskiy, Early science acceleration experiments with GPT-5 , 2025, arXiv:2511.16072 [cs.CL]

  3. [3]

    Jan Boman, An example of nonuniqueness for a generalized R adon transform , J. Anal. Math. 61 (1993), 395--401. 1253450

  4. [4]

    Math., vol

    , Local non-injectivity for weighted R adon transforms , Tomography and inverse transport theory, Contemp. Math., vol. 559, Amer. Math. Soc., Providence, RI, 2011, pp. 39--47. 2885194

  5. [5]

    Calder\'on, On an inverse boundary value problem, Seminar on N umerical A nalysis and its A pplications to C ontinuum P hysics ( R io de J aneiro, 1980), Soc

    Alberto-P. Calder\'on, On an inverse boundary value problem, Seminar on N umerical A nalysis and its A pplications to C ontinuum P hysics ( R io de J aneiro, 1980), Soc. Brasil. Mat., Rio de Janeiro, 1980, pp. 65--73. 590275

  6. [6]

    Ali Feizmohammadi, Yavar Kian, and Gunther Uhlmann, Partial data inverse problems for reaction-diffusion and heat equations, 2024, arXiv:2406.01387 [math.AP]

  7. [7]

    F. O. Goncharov and R. G. Novikov, An example of non-uniqueness for R adon transforms with continuous positive rotation invariant weights , J. Geom. Anal. 28 (2018), no. 4, 3807--3828. 3881991

  8. [8]

    , A breakdown of injectivity for weighted ray transforms in multidimensions, Ark. Mat. 57 (2019), no. 2, 333--371. 4018757

  9. [9]

    Lerch, Sur un point de la th\'eorie des fonctions g\'en\'eratrices d' A bel , Acta Math

    M. Lerch, Sur un point de la th\'eorie des fonctions g\'en\'eratrices d' A bel , Acta Math. 27 (1903), no. 1, 339--351. 1554991

  10. [10]

    Lee and Gunther Uhlmann, Determining anisotropic real-analytic conductivities by boundary measurements, Comm

    John M. Lee and Gunther Uhlmann, Determining anisotropic real-analytic conductivities by boundary measurements, Comm. Pure Appl. Math. 42 (1989), no. 8, 1097--1112. 1029119

  11. [11]

    Matti Lassas and Gunther Uhlmann, On determining a R iemannian manifold from the D irichlet-to- N eumann map , Ann. Sci. \'Ecole Norm. Sup. (4) 34 (2001), no. 5, 771--787. 1862026

  12. [12]

    Barry Simon, A new approach to inverse spectral theory. I . F undamental formalism , Ann. of Math. (2) 150 (1999), no. 3, 1029--1057. 1740987

  13. [13]

    Available at https://mathoverflow.net/questions/118374/quantitative-weierstrass-approximation-and-paley-wiener-for-the-laplace-transfor

    Brian Street, Q uantitative W eierstrass A pproximation and P aley- W iener for the L aplace T ransform II , MathOverflow, 2013, Question 118374. Available at https://mathoverflow.net/questions/118374/quantitative-weierstrass-approximation-and-paley-wiener-for-the-laplace-transfor. Accessed 5 May 2026

  14. [14]

    , Differential equations with a difference quotient, Electron. J. Differential Equations (2017), Paper No. 227, 42. 3711180

  15. [15]

    Uhlmann, Electrical impedance tomography and C alder\'on's problem , Inverse Problems 25 (2009), no

    G. Uhlmann, Electrical impedance tomography and C alder\'on's problem , Inverse Problems 25 (2009), no. 12, 123011, 39. 3460047

  16. [16]

    A nn\'ee 2012--2013, S\'emin

    Gunther Uhlmann, 30 years of C alder\'on's problem , S\'eminaire L aurent S chwartz---\'Equations aux d\'eriv\'ees partielles et applications. A nn\'ee 2012--2013, S\'emin. \'Equ. D\'eriv. Partielles, \'Ecole Polytech., Palaiseau, 2014, pp. Exp. No. XIII, 25. 3381003

  17. [17]

    6, Princeton University Press, Princeton, NJ, 1941

    David Vernon Widder, The L aplace T ransform , Princeton Mathematical Series, vol. 6, Princeton University Press, Princeton, NJ, 1941. 5923