The Laplacian
conjecture (Fallat et al. 2005) asserted that no simple
graph on
vertices has a Laplacian
matrix whose graph spectrum is
Fallat et al. (2005) proved the conjecture for , for prime
, and for
congruent to 2 or 3 modulo 4.
Goldberger and Neumann (2013) proved it for
, and Johnston et al. (2026) proved the
case
.
Together, these results established the conjecture for
and
.
Johnston (2026) reported a proof of all remaining cases. The cases are handled by roughly 10,000 exact linear
programming infeasibility certificates. For
, inequalities satisfied
by any possible counterexample are combined with
exact certificates expressing certain polynomials
as sums of squares. The author reports substantial assistance from ChatGPT-5.5, GPT-5.6
Sol, and GPT-6 Astra. GPT-6 Astra originally wrote the accompanying verification
code, while the author checked the proofs and computations. As of Sep. 27, 2026,
independent specialist review had not been reported.