124 citations · 297 across the 22 of their papers we have counts for
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cs.LG2020★ 15 cited
Generalized Variational Continual Learning
Noel Loo, Siddharth Swaroop, Richard E. Turner
Continual learning deals with training models on new tasks and datasets in an online fashion. One strand of research has used probabilistic regularization for continual learning, w…
stat.ML2020★ 56 cited
Continual Deep Learning by Functional Regularisation of Memorable Past
Pingbo Pan, Siddharth Swaroop, Alexander Immer +3
Continually learning new skills is important for intelligent systems, yet standard deep learning methods suffer from catastrophic forgetting of the past. Recent works address this…