Bounded type parameters in generic programming allow you to restrict the types that can be used as arguments for a type parameter, enhancing type safety and enabling more specific operations within generic classes or methods. This is typically achieved using upper bounds, which specify that a type parameter must be a subtype of a particular class or interface.