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.
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.
DISCOVERED
2h ago
2026-10-06
PUBLISHED
3h ago
2026-10-06
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