Is it possible for Shuriken Billboard particles to receive shadows from shadow maps?

If I create a default particle system using Shuriken and set it to use the default Diffuse material, then it seems that the particles are not affected by the shadow maps.

If I switch the particle system to using mesh based particles, then the shadow maps are applied.

Is it possible to make billboard particles receive the same shadowing?