113 citations · 124 across the 4 of their papers we have counts for
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cs.LG2023
Continual Learning in the Presence of Spurious Correlation
Donggyu Lee, Sangwon Jung, Taesup Moon
Most continual learning (CL) algorithms have focused on tackling the stability-plasticity dilemma, that is, the challenge of preventing the forgetting of previous tasks while learn…
cs.LG2019★ 113 cited
Uncertainty-based Continual Learning with Adaptive Regularization
Hongjoon Ahn, Sungmin Cha, Donggyu Lee +1
We introduce a new neural network-based continual learning algorithm, dubbed as Uncertainty-regularized Continual Learning (UCL), which builds on traditional Bayesian online learni…