Direct links to arxiv PDFs are discouraged, since they are immutable. If the author uploads a v2 to correct an error, your link will still point to the old version.
For example, https://arxiv.org/pdf/1909.03562.pdf gives version 5 of https://arxiv.org/abs/1909.03562, as noted in the left margin of the first page.