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continual-learning-on-asc-19-tasks

Continual Learning
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PaperCodeF1 - macroModelNameReleaseDate
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning✓ Link0.8811Multi-task Learning (MTL; Upper Bound)2021-12-05
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning✓ Link0.8362CTR2021-12-05
Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks✓ Link0.8140B-CL2021-12-06
LAMOL: LAnguage MOdeling for Lifelong Language Learning✓ Link0.8059LAMOL2019-09-07
Continual Learning of Context-dependent Processing in Neural Networks✓ Link0.7931OWM2018-09-29
Efficient Lifelong Learning with A-GEM✓ Link0.7844A-GEM2018-12-02
Overcoming catastrophic forgetting with hard attention to the task✓ Link0.7816HAT2018-01-04
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning✓ Link0.7807Independent Learning (ONE)2021-12-05
Continual Learning with Knowledge Transfer for Sentiment Classification✓ Link0.7738KAN2021-12-18
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning✓ Link0.7664Naive Continual Learning (NCL)2021-12-05
Uncertainty-based Continual Learning with Adaptive Regularization✓ Link0.7599UCL2019-05-28
Dark Experience for General Continual Learning: a Strong, Simple Baseline✓ Link0.7508DER++2020-04-15
Overcoming catastrophic forgetting in neural networks✓ Link0.7452EWC2016-12-02
Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks✓ Link0.6864CAT2021-12-18
Overcoming catastrophic forgetting in neural networks✓ Link0.5243L22016-12-02
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