A Ramanujan graph is a connected -regular graph whose adjacency
eigenvalues other than
and
have absolute value at most
. The eigenvalue
occurs for connected bipartite regular graphs and is excluded as a trivial eigenvalue.
For a nonbipartite graph only
is excluded.
Xu (2026) reported a deterministic polynomial-time algorithm that signs every bipartite graph of maximum vertex degree so that its signed adjacency
matrix has operator norm strictly less than
. This establishes the bipartite
case of the Bilu-Linial signing conjecture.
Xu (2026) acknowledges ChatGPT assistance with the algorithm
and proof.