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Claude refutes 3SUM, APSP hypotheses

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Claude refutes 3SUM, APSP hypotheses
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// 2h agoRESEARCH PAPER

Claude refutes 3SUM, APSP hypotheses

Anthropic’s Claude discovered an algorithm enabling the first polynomial improvements over textbook 3SUM and APSP runtimes: O(n^1.9992) and O(n^2.9995), respectively. The authors formalized the main results in Lean, overturning long-standing fine-grained complexity assumptions.

// ANALYSIS

This is a landmark for algorithmic theory, though the tiny exponent savings are unlikely to change production workloads soon.

  • –The breakthrough comes from computing sparse entries of thin matrix products faster than full multiplication.
  • –Known reductions transfer that improvement to 3SUM, APSP, Exact Triangle, and related problems.
  • –Claude reportedly generated the core algorithm autonomously during a 16-million-token research session.
  • –Lean formalization substantially strengthens confidence in the proofs and makes the result unusually reproducible.
  • –Balanced sparse-triangle problems and many other hardness conjectures remain unresolved, so this is a major crack—not the end of fine-grained complexity.
// TAGS
claudellmreasoningresearchevaluation

DISCOVERED

2h ago

2026-10-06

PUBLISHED

3h ago

2026-10-06

RELEVANCE

10/ 10

AUTHOR

AGTPinsights