This paper studies the problem of estimating the score function, which encodes important information about a probability distribution. The authors establish optimal rates for this problem under certain assumptions. In particular, they show that the required sample complexity grows exponentially with dimension, a phenomenon known as the 'curse of dimensionality'. To atta...