Revolutionizing Research: How Mathematics AI is Solving Decades-Old Problems

Paul Erdős's Conjectures in Mathematics

Paul Erdős’s Contributions to Mathematics

Photo by Oliver Helbig/Getty Images

In an astonishing development, just a week after an AI system disproved a long-standing mathematical conjecture, another enduring conjecture—one that is over fifty years old—has also fallen, this time due to entirely human effort.

Recently, OpenAI’s advanced model refuted the significant unit distance problem, originally posed by Hungarian mathematician Paul Erdős. This problem, regarded by Erdős as his “most important contribution to geometry,” explores the maximum number of equal-distance connections that can be drawn between points in a plane.

Erdős proposed a maximum limit for this value, which many scholars believed to be accurate. However, AI’s findings suggested that this figure could be significantly higher. By employing intricate methods from algebraic number theory, mathematicians could devise high-dimensional structures that differ from previous human designs, resulting in unprecedented surprises within the mathematical community.

Less than a week later, Professor Thomas Bloom and his team at the University of Manchester leveraged a similar approach to invalidate the well-known sum-product conjecture, first introduced by Erdős in 1976.

“I was amazed because I had been pondering this issue for a while,” Bloom stated. His team recognized the algebraic techniques employed by OpenAI’s AI and applied them to the sum-product conjecture. “Once you see a possibility, it drives you to make it happen,” he explained.


Erdős’s Wasumi conjecture posits that when summing or multiplying a set of numbers, at least one of the resulting sets must vastly exceed the original in size, while simultaneously, both cannot be minimized equally. For example, the multiplication of numbers from 1 to 5 yields a larger set than their sum due to overlaps like 2 + 3 and 1 + 4. If we analyze a set like 1, 2, 4, 8, 16, etc., the summed set is larger since the product simply yields different powers of 2.

Erdős established a standard for the minimal size of the larger set generated from summation and multiplication, which he believed would hold true for all numerical sets. However, Bloom and his team adapted the high-dimensional method to find instances where both the summation and multiplication were smaller than Erdős anticipated. Rather than using a geometric progression, such as powers of 2, they discovered that various dimensional progressions could yield startling results with fewer unique totals than previously thought.

“What astonished me was how straightforward it was,” Bloom remarked. “The underlying structure is simple, yet now I better grasp the underlying reasons.” He believes [Erdős’s conjecture] has indeed failed, but also sees potential implications for multiple related mathematical issues.

“Mathematics is competitive,” said Mischa Rudnev from the University of Bristol. “As soon as a fresh idea materializes, many rush to find further applications, and these enthusiasts are typically brilliant and swift.”

Rudnev noted that Erdős’ initial belief was that this conjecture mainly applies to integers, a notion that still holds as the new sets Bloom’s team created utilized increasingly complex number systems. Bloom concurs that while it remains valid for integers, “significant work is yet to come, and the intricacies are not fully understood.”

Bloom highlights the key takeaway from this proof: problems traditionally viewed as geometric, such as powers of two, can be approached with number theory tools. “This opens these problems to a new audience. The algebraic number theorists hadn’t shown much interest in these issues previously.”

Topics:

  • Artificial Intelligence/
  • Mathematics

Source: www.newscientist.com

CT Scan Uncovers Secrets of Triassic Cynodonts: A Deep Dive into Decades-Old Mysteries

Initially recognized from a single skull unearthed in South Africa in 1952, Cystechinodon parvus has experienced considerable debate regarding its place in the evolutionary tree. Previously classified variously as a close relative of advanced cynodonts, a juvenile of another species, or even as a creature outside of this group, recent research employing computed tomography (CT) scans has reconstructed the fossil digitally. This compelling study reveals that this Triassic species is, in fact, a distinctive and more primitive cynodont than previously assumed.



Reconstruction of Cystechinodon parvus. Image credit: Morgan Hopp.

Cynodontia Dr. Erin Rand and her colleagues from the University of the Witwatersrand highlight that it is one of six primary subclades of therapsids that emerged during the Late Permian, significantly contributing to the diverse tetrapod fauna of the Triassic period.

This group encompasses mammals, including both non-mammalian cynodonts and true mammals, playing a pivotal role in understanding the origins of mammals.”

“The major Triassic diversification of cynodonts is represented by eucynodonts, which are divided into two monophyletic subclades: Cynognathia and Probainognathia.”

The recent study revisited human skull analysis of Cystechinodon parvus, a type of cynodont inhabiting the middle Triassic period, approximately 247 to 237 million years ago.

This specimen measures just 5.72 cm in length and was discovered in 1952 at Louisperdokop, situated west of Maletswai in the Eastern Cape province of South Africa.

Through advanced CT imaging, researchers examined the fossil, uncovering detailed features of the skull, jaw, and internal anatomy.

The analysis places Cystechinodon parvus among basal, non-eucynodont cynodonts, diverging from more advanced eucynodont groups.

This fossil displays a unique combination of anatomical traits: a significantly enlarged vestibule in the inner ear, a small and narrow parietal foramen, a relatively simple maxillary canal, and the absence of a carotid foramen.

These characteristics support the classification of Cystechinodon parvus as a separate genus and species, indicating that it likely led an underground lifestyle.

Specifically, the enhanced vestibule of the inner ear suggests heightened sensitivity to low-frequency sounds, a feature commonly associated with modern burrowing animals.

Consequently, researchers concluded that Cystechinodon parvus was likely an obligate burrowing species.

“After a century of debate regarding the classification of Cystechinodon parvus, our findings provide significant support for its recognition as a true clade of non-mammalian cynodonts,” the researchers stated.

“The evidence from our study firmly establishes Cystechinodon parvus as a valid taxon of basal non-eucynodont Cynodontia (specifically, the non-eucynodont epicynodonts).”

“Although the specimen represents a developmental range from subadult to adult, its classification is substantiated by a midline-opening secondary palate.”

“Ultimately, its unique inner ear and endocast anatomy further confirm that Cystechinodon parvus was a distinct fossil animal.”

Cystechinodon parvus has been reconstructed as the basal lineage of southern African cynodonts that survived the end-Permian mass extinction and continued as a relict fauna into the early Middle Triassic,” the researchers concluded.

For more detailed insights, refer to their published paper in the Anatomical Records this month.

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Erin S. Rand and colleagues, Re-description of Triassic cynodonts Cystechinodon parvus and reassessment of its phylogeny. Anatomical Records, published online on March 19, 2026. doi: 10.1002/ar.70179

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Source: www.sci.news