We establish the first generalization error bound of FedZO under the Lipschitz continuity and smoothness conditions.

Pleaseprovideadescription.531 We want to provide an open-source large-scale music dataset for the research com-532 munity. Such large datasets do not yet exist in this domain, and we believetheyare533 neededtodemocratize innovationinmusicresearch andML-assisted musiccreation.534

However, existing music datasets suffer from limited size, accessibility, and lack of audio resources.

Previous work assigned debaters/consultants an answer to argue for.

Despite the rich potential for innovation, the learning process of algorithms under real-world conditions is a challenge [1, 38, 46].