Recent theoretical progress on magnetic reconnection in collisionless regimes is critically reviewed. Relevant questions concern the mechanism of reconnection in the absence of dissipation, the applicability of a fluid model description, the nature and the relevance of the very small scale-lengths below the skin depth that are observed in 2-D fluid simulations.