Towards Federated Long-Tailed Learning

• Published in: arXiv.org
• Main Authors: Chen, Zihan, Liu, Songshang, Wang, Hualiang, Yang, Howard H, Quek, Tony Q S, Liu, Zuozhu
• Format: Paper
• Language: English
• Published: Ithaca Cornell University Library, arXiv.org 30.06.2022
• Subjects: Cognitive tasks; Machine learning; Privacy

Data privacy and class imbalance are the norm rather than the exception in many machine learning tasks. Recent attempts have been launched to, on one side, address the problem of learning from pervasive private data, and on the other side, learn from long-tailed data. However, both assumptions might...