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06/26/2023
Parameter-Level Soft-Masking for Continual Learning
Existing research on task incremental learning in continual learning has...
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06/22/2023
Learnability and Algorithm for Continual Learning
This paper studies the challenging continual learning (CL) setting of Cl...
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04/20/2023
Open-World Continual Learning: Unifying Novelty Detection and Continual Learning
As AI agents are increasingly used in the real open world with unknowns ...
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02/07/2023
Continual Pre-training of Language Models
Language models (LMs) have been instrumental for the rapid advance of na...
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11/04/2022
A Theoretical Study on Solving Continual Learning
Continual learning (CL) learns a sequence of tasks incrementally. There ...
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08/20/2022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay
This paper studies class incremental learning (CIL) of continual learnin...
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03/17/2022