#adaptive-systems2 articles

2 articles

AINeutralarXiv – CS AI · 6h ago2

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A Practical Guide to Streaming Continual Learning

Researchers propose Streaming Continual Learning (SCL) as a unified paradigm that combines Continual Learning and Streaming Machine Learning approaches. SCL aims to enable AI systems to both rapidly adapt to new information and retain previously learned knowledge, addressing limitations of existing methods that excel at only one aspect.

AINeutralarXiv – CS AI · 6h ago0

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CA-AFP: Cluster-Aware Adaptive Federated Pruning

Researchers propose CA-AFP, a new federated learning framework that combines client clustering with adaptive model pruning to address both statistical and system heterogeneity challenges. The approach achieves better accuracy and fairness while reducing communication costs compared to existing methods, as demonstrated on human activity recognition benchmarks.