They aren't, as you asserted yourself. The standard is explicit in what exactly is inherited from a base class to a derived one:
10.6 Derived classes [class.derived]
2 [...] Unless redeclared in the derived class, members of a base class are also considered to be members of the derived class.
Members of a base class other than constructors are said to be inherited by the derived class.
Constructors of a base class can also be inherited as described in [namespace.udecl].
Inherited members can be referred to in expressions in the same manner as other members of the derived class, unless their names are hidden or ambiguous ([class.member.lookup]).
For the sake of completeness: There is also no wording about inheritance in the specific section about attributes.
Basically: an attribute is not a member of the class or a constructor, so it can't be inherited.