Polymorphism in Java is the ability for a single method to have multiple implementations based on context, exemplified by Peter Parker's dual life as a student and Spider-Man. It is categorized into compile-time polymorphism (method overloading) and run-time polymorphism (method overriding), allowing flexibility in method behavior. The advantages of polymorphism include improved code cleanliness, ease of implementation, and enhanced reusability.
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