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cs.DB2021★ 1 cited
Pool of Experts: Realtime Querying Specialized Knowledge in Massive Neural Networks
Hakbin Kim, Dong-Wan Choi
In spite of the great success of deep learning technologies, training and delivery of a practically serviceable model is still a highly time-consuming process. Furthermore, a resul…
cs.LG2021
Split-and-Bridge: Adaptable Class Incremental Learning within a Single Neural Network
Jong-Yeong Kim, Dong-Wan Choi
Continual learning has been a major problem in the deep learning community, where the main challenge is how to effectively learn a series of newly arriving tasks without forgetting…