Review for NeurIPS paper: Towards Problem-dependent Optimal Learning Rates

Neural Information Processing Systems 

Clarity: The paper is easy to read, despite being a theoretical work. The authors introduce all of the key concepts and make the manuscript (relatively) self-contained (given the format they do a good job making the paper accessible). However, there are a lot of grammar mistakes/typos, so the whole manuscript has to be very carefully checked.