Search Results for author: Nick Jin Sean Lim

Found 2 papers, 1 papers with code

A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal

1 code implementation28 Sep 2022 Yaqian Zhang, Bernhard Pfahringer, Eibe Frank, Albert Bifet, Nick Jin Sean Lim, Yunzhe Jia

Despite its strong empirical performance, rehearsal methods still suffer from a poor approximation of the loss landscape of past data with memory samples.

Continual Learning Reinforcement Learning (RL)

Closed-loop Control for Online Continual Learning

no code implementations29 Sep 2021 Yaqian Zhang, Eibe Frank, Bernhard Pfahringer, Albert Bifet, Nick Jin Sean Lim, Alvin Jia

To address the non-stationarity in the continual learning environment, we employ a Q function with task-specific and task-shared components to support fast adaptation.

Continual Learning

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