OpenAI reports a two-dimensional entanglement area law

For finite-range bounded interactions of fixed local dimension on any finite induced subgraph of the square lattice, a unique ground state separated by a uniform global spectral gap has entanglement entropy at most C times the crossing-edge boundary size for every set of sites.

Sources for this record

What was already known

A gap-to-area law was proved in one dimension by Hastings. The corresponding general two-dimensional result for locally interacting unique ground states had remained a central open conjecture, beyond special model classes.

AI involvement AI-led

OpenAI credits itself as manuscript author and states that its internal frontier model produced the results in this release. Individual human input is not detailed enough to establish task-only autonomy.

OpenAI is named as author on the manuscript, and its release attributes the results to an internal frontier model. The individual human input is not detailed enough to establish autonomy.

Importance Major

Establishes a uniform entanglement area law for the stated broad class of two-dimensional gapped lattice Hamiltonians.

Limitations

The hypothesis is a gap for the full Hamiltonian and uniqueness of its ground state; the constant depends on fixed local parameters and the gap, not domain size or shape.

Technical verification Reported

Reported is the default when evidence for a higher level is insufficient. The OpenAI-authored manuscript reports and argues the result, but the reviewed sources do not document a completed check of the full assessed claim.

Human understanding Few

Few is the default when evidence for a higher level is insufficient. No named person is documented as explaining the central argument for this assessed contribution.

Correction and publication history

2026-10-18 · publication

Primary manuscript, attribution, and prior-work review for non-notifying local inclusion; technical verification remains Reported.

Read this published revision