The Fog shader can be found under Arnold > Volume > Atmosphere in the Material Manager.

 Once you have created the fog shader, drag it onto the Atmosphere attribute in the Environment section of the Main Arnold Renderer settings.

 

Fog shader has the following attributes:

 

Color

Distance

Height

Ground Normal

Ground Point