Here are your options.
1.) Get a Taxi; ask him to take you to a restaurant called Front Page News on Crescent Ave. If he doesn't know where that is, tell him you don't know and to find out (it's his job to know where the top restaurants in Atlanta are, not yours).
2.) If you're...
(a) a filthy hippy overcome by guilt from the minimal CO2 emmitted from your cab ride as if its anywhere near the ammount from the plane you rode to Atlanta on... or ...
(b) a penny wise/dollar foolish whorebot who can't justify one 5-10 dollar cab ride on a trip that already is costing him perhaps hundreds of dollars....
then write down the address and Google Earth . If you don't have, GE download it immediately. You should easily find it with GE. Happy walking.
Front Page News
1104 Crescent Ave NE
ATL, GA 30309
Honestly, I don't think finding this place will be so hard

Especially with option 1.
The Michael