You need to know: Vectors, matrices, transpose of vector x, matrix multiplication, algorithms and their running times, polynomial algorithm, polynomial-time reduction, complexity classes P and PPAD (Polynomial Parity Arguments on Directed graphs), PPAD-complete problem.
Background: Let be the set of vectors
such that all
and
. The problem of computing a two-player Nash equilibrium is: given two
matrices A and B with rational entries, compute vectors
and
such that
and
for all
and
.
The Theorem: On 12th April 2007, Xi Chen, Xiaotie Deng, and Shang-Hua Teng submitted to arxiv a paper in which they proved that the problem of computing a two-player Nash equilibrium is PPAD-complete.
Short context: The problem of computing a two-player Nash equilibrium is a fundamental problem in game theory with applications to, for example, economics. Famous theorem of Nash from 1950 implies that Nash equilibrium exists for any matrices A and B. However, it was an open question if there is a polynomial-time algorithm for computing it. The Theorem implies that such algorithm does not exist, unless a well-believed conjecture PPPAD fails.
Links: Free arxiv version of the original paper is here, journal version is here.