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

 Once you have created the 'Volume Scattering' material, drag it onto the 'Atomsphere' attribute in the Environment section of the 'Main' Arnold Renderer settings.

 

Fog shader has the following attributes:

 

Color

Distance

Height

Ground Normal

Ground Point