Goldfeld’s conjecture: densities and mean analytic rank
Among the quadratic twists of any elliptic curve, half are claimed to have analytic rank 0 and half rank 1.
Twisting an elliptic curve by a number d gives a family of related curves. In 1979 Goldfeld conjectured that their average analytic rank is 1/2. The usual reading is that half have analytic rank 0, half have rank 1, and higher ranks are rare. These two papers claim both the half-and-half split and the average of 1/2, for every curve. The key new step claims that a small 2-power Selmer group forces the matching analytic rank.
The explanation
A whole number n is called congruent if it is the area of a right triangle with rational sides. The 3, 4, 5 triangle has area 6, so 6 is congruent. The triangle with sides 3/2, 20/3 and 41/6 has area 5. The triangle with sides 24/5, 35/12 and 337/60 has area 7. Fermat showed that 1 is not congruent. A classical fact links this to curves. The number n is congruent exactly when the curve y² = x³ − n²x has infinitely many rational points.
Those curves form one family. Start from the elliptic curve y² = x³ − x. Twisting it by n gives ny² = x³ − x, which is the same curve as y² = x³ − n²x after rescaling. In general, a quadratic twist of y² = x³ + ax + b by d is dy² = x³ + ax + b. The papers use every squarefree d, meaning no square larger than 1 divides it. Both positive and negative d count, ordered by size.
Each twist has a rank, the number of independent rational points that generate infinitely many others. It also has an analytic rank, the number of times its L-function vanishes at the centre. The L-function is built from point counts modulo every prime. The Birch–Swinnerton-Dyer conjecture predicts the two ranks agree. A sign in the L-function's symmetry decides whether the analytic rank is even or odd.
In 1979, Goldfeld conjectured that the average analytic rank in such a family is 1/2. The density version says ranks 0 and 1 each occur half the time. For the congruent family, 1, 2 and 3 have rank 0, while 5, 6 and 7 have rank 1. Ranks of 2 or more should be rare enough to vanish in the average.
Earlier results gave only partial answers. In 1998, Ono and Skinner showed that many twists have nonzero central value, but not a positive share. Positive shares of both ranks were known for special curves, such as those with a rational 3-isogeny. Smith's 2025 preprint gives that Selmer coranks 0 and 1 each occur half the time, for every curve. A Selmer group is a computable group that bounds the rank. Smith's result for analytic ranks assumed the Birch–Swinnerton-Dyer conjecture.
The first paper fills that gap with a 2-converse. It claims that if the 2-power Selmer corank is 0 or 1, the analytic rank and the rank both equal it. It also claims the Tate–Shafarevich group, a group of hidden solutions, is finite. Combined with Smith's statistics, it claims ranks 0 and 1 each have density 1/2Source 1Source 2. The rank and analytic rank then agree for almost every twistSource 3.
The second paper handles the average. A rare set of twists could still have huge ranks and pull the average up. The paper claims a bound on how much these rare high-rank twists can add. Together with the densities, the average analytic rank tends to 1/2Source 4. The proof uses neither the Birch–Swinnerton-Dyer conjecture nor the generalized Riemann hypothesisSource 5.
The hard step is going from the Selmer group to the L-function. The first paper builds finite families of twists indexed by strings of 0s and 1s. The curve under study sits at the all-zero string. Every other member is arranged to have the right analytic rank, with controlled 2-adic size. An interpolation argument then recovers the missing value at the all-zero stringSource 6.
How sure is this? No Lean formalization is listed for these papers in the openai/math release. So no computer proof checker has checked them. The density claim depends on Smith's preprint, and no specialist review of these papers has been published.
What it doesn't show. This does not decide the rank of every single twist, cover other orderings of twists, or give higher moments of analytic rank.
Where it came from
This result comes from an unreleased OpenAI model, published in the openai/math release on 6 October 2026.
Hype check
Major only if the 2-converse and the tail estimate hold, along with Smith's Selmer statistics. No Lean formalization is listed and no specialist review is published.
Words used
- Elliptic curve
- A cubic curve, such as y² = x³ + ax + b, whose points can be added like numbers.
- Quadratic twist
- The curve dy² = x³ + ax + b obtained by scaling one side by a number d.
- Squarefree
- Not divisible by any square number larger than 1.
- Rank
- The number of independent rational points needed to generate infinitely many others.
- Analytic rank
- How many times the curve's L-function vanishes at its centre.
- Density
- The share of twists with a property, as the size bound on d grows.
- Selmer group
- A computable group that bounds the rank, together with part of the hidden solutions.
- Tate–Shafarevich group
- Hidden solutions: curves with points modulo every prime and over the reals, but no rational point.
The original papers (2)
All quoted lines (6)
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For every elliptic curve and each ,
Goldfeld's analytic density conjecture and the 2-converse for elliptic curves Back to text -
The theorem follows by combining the pointwise -converse with Smith's distribution of full -power Selmer coranks.
Goldfeld's analytic density conjecture and the 2-converse for elliptic curves Back to text -
For a density-one set of signed squarefree parameters , the analytic and Mordell–Weil ranks of agree and its whole Tate–Shafarevich group is finite.
Goldfeld's analytic density conjecture and the 2-converse for elliptic curves Back to text -
For every elliptic curve over , we prove that the average analytic rank of its quadratic twists tends to when signed squarefree twist parameters are ordered by absolute value.
The mean analytic rank of quadratic twists of elliptic curves Back to text -
The proof invokes neither the Birch–Swinnerton-Dyer conjecture nor the generalized Riemann hypothesis.
The mean analytic rank of quadratic twists of elliptic curves Back to text -
Bounded integral interpolation then recovers nonvanishing at the missing vertex .
Goldfeld's analytic density conjecture and the 2-converse for elliptic curves Back to text
Other sources
- OpenAI, “Goldfeld's analytic density conjecture and the 2-converse for elliptic curves”, openai/math release preprint (October 7, 2026)
The main work of this paper is the pointwise converse.
- openai/math release notes (2026): model provenance and review status
manuscripts and supporting proof artifacts produced by an internal OpenAI model
- D. Goldfeld, “Conjectures on elliptic curves over quadratic fields”, in Number Theory, Carbondale 1979, Lecture Notes in Mathematics 751, Springer (1979), 108–118
- A. Smith, “The Birch and Swinnerton-Dyer conjecture implies Goldfeld's conjecture”, arXiv:2503.17619 (2025)
- C. Breuil, B. Conrad, F. Diamond and R. Taylor, “On the modularity of elliptic curves over ℚ: wild 3-adic exercises”, Journal of the AMS 14 (2001), 843–939