Abstract classes in Java serve as a boundary between implementation and functionality, facilitating method exchange and code reuse while promoting dynamic method resolution and loose coupling. They can contain both abstract and non-abstract methods, constructors, and static methods, and must be declared with the 'abstract' keyword. In contrast to interfaces, abstract classes can have private members and implement interfaces, while interfaces can only contain abstract methods and public members.