Continual Learning

CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised Learning
Continual self-supervised learning (CSSL) learns a series of tasks sequentially on the unlabeled data. Two main challenges of con- …
Erum Mushtaq, Duygu Nur Yaldiz, Yavuz Faruk Bakman, J Ding, Chenyang Tao, Dimitrios Dimitriadis, Salman Avestimehr
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CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised Learning
Federated Orthogonal Training: Mitigating Global Catastrophic Forgetting in Continual Federated Learning
Current literature in FL mostly focuses on single-task learning. However, over time, new tasks may appear in the clients and the global …
Yavuz Faruk Bakman, Duygu Nur Yaldiz, Yahya H. Ezzeldin, Salman Avestimehr
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Federated Orthogonal Training: Mitigating Global Catastrophic Forgetting in Continual Federated Learning