Immense Subcubic Graph Numbers - Numberphile

Numberphile Numberphile Aug 21, 2025

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This episode explores the surprisingly vast numbers generated by simple graph theory rules, focusing on sequences of subcubic graphs and the fundamental Graph Minor Theorem. There are three key takeaways from this discussion. First, simple mathematical rules can yield sequences of numbers that grow at an astonishing, incomprehensible rate. Second, removing even a single constraint in a mathematical problem can dramatically escalate its scale. Third, abstract theorems, like the Graph Minor Theorem, prove the finitude of these complex sequences, even if the numbers involved are astronomically large. The challenge involves constructing the longest possible sequence of simple subcubic graphs where each graph avoids being a "topological minor" of any subsequent graph. This sequence defines numbers known as SSCG(n), which quickly escalate beyond conventional notation. For instance, SSCG(2) is greater than ten to the power of ten to the twenty-eighth. By simply removing the "simple" constraint, allowing graphs with self-loops or multiple edges between nodes, the related sequence SCG(n) grows even faster. SCG(1) alone dwarfs famously large figures like Graham's Number, highlighting how minor rule changes can lead to immense complexity. The existence of these sequences and their ultimate, albeit vast, finitude is guaranteed by the profound Graph Minor Theorem. This theorem states that any infinite sequence of finite graphs must contain a pair where one is a minor of the other, proving these challenge sequences must terminate, despite their astronomical lengths. Ultimately, this exploration demonstrates how fundamental graph theory reveals both the elegance of simple rules and the unfathomable scale of the numbers they can generate.

Episode Overview

  • The episode introduces the concepts of "simple graphs," "subcubic graphs," and what it means for one graph to be a "topological minor" of another.
  • A mathematical challenge is presented: constructing the longest possible sequence of simple subcubic graphs under a set of specific rules, which leads to a sequence of numbers known as SSCG(n).
  • The speaker reveals how quickly the length of these sequences (the SSCG numbers) grows, escalating from small, manageable numbers to figures that are incomprehensibly large.
  • The discussion expands to an even faster-growing sequence, SCG(n), by removing the "simple" constraint, and connects these concepts to the profound Graph Minor Theorem.

Key Concepts

  • Simple Graph: A collection of nodes and edges where no node is connected to itself, and any two nodes are connected by at most one edge.
  • Subcubic Graph: A graph where every node is connected to at most three other nodes.
  • Topological Minor ("Hiding"): A graph A is a topological minor of graph B if A can be found within B, either directly or by contracting edges in B.
  • The SSCG(n) Challenge: The goal is to find the length of the longest possible sequence of simple subcubic graphs (G₁, G₂, G₃, ...) where the k-th graph has at most k+n nodes, and no graph is a topological minor of any subsequent graph in the sequence.
  • Large Numbers (SSCG and SCG): The video demonstrates that the values of SSCG(n) grow at an astonishing rate. A related sequence, SCG(n), which allows non-simple graphs, grows even faster.
  • Graph Minor Theorem: A fundamental theorem stating that any infinite sequence of finite graphs must contain a pair where one is a minor of the other. This theorem proves that the sequences in the challenge must be finite, even if their maximum length is astronomically large.

Quotes

  • At 05:51 - "The best we can do here is bigger than 10 to the 10 to the 28." - Revealing the shockingly large lower bound for the length of the SSCG(2) sequence.
  • At 10:47 - "For example, this is bigger than Graham's number." - Comparing the size of SCG(1) to the famously large Graham's Number, highlighting its immense scale.
  • At 13:50 - "This result dwarfs any other result in graph theory and may doubtless be counted among the deepest theorems that mathematics has to offer." - Quoting a textbook to emphasize the profound importance of the Graph Minor Theorem, which underpins these concepts.

Takeaways

  • Simple, well-defined mathematical rules can generate sequences whose lengths grow faster than any conceivable method of notation.
  • Removing a single constraint (like the "simple" property of a graph) can dramatically increase the complexity and scale of a mathematical problem, leading to vastly larger results.
  • The concept of a graph "minor" provides a powerful way to understand the relationship and structure between different graphs.
  • Abstract mathematical theorems, like the Graph Minor Theorem, can have tangible implications, proving that seemingly infinite processes must eventually terminate, even if they terminate at a number too large to write down.