  We consider the classical problem of building an arbitrage-free implied
volatility surface from bid-ask quotes. We design a fast numerical procedure,
for which we prove the convergence, based on the Sinkhorn algorithm that has
been recently used to solve efficiently (martingale) optimal transport
problems.
