 The last two decades have witnessed a significant increase of attention to mathematical explanation, both in science and mathematics. This has led to novel joint work between philosophers of science and philosophers of mathematics. While much has been achieved, we need more detailed case studies in order to understand better the variety of explanatory uses of mathematics in empirical contexts. But already at this stage, the philosophical pay-offs are coming from at least three different directions. 