If you live in the city or work in the city you need to pay the tax. So if you live outside the city and are now a remote employee you do not need to pay the tax.

I live in the city and work outside the city, so I pay the tax regardless if I am remote or in the office.

NYC is in a legal battle with NJ/Conn over this issue as its tax base took a serious hit with remote work.