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03/26/2023
Prototype-Sample Relation Distillation: Towards Replay-Free Continual Learning
In Continual learning (CL) balancing effective adaptation while combatin...
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03/24/2022
Probing Representation Forgetting in Supervised and Unsupervised Continual Learning
Continual Learning research typically focuses on tackling the phenomenon...
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03/24/2022
Tackling Online One-Class Incremental Learning by Removing Negative Contrasts
Recent work studies the supervised online continual learning setting whe...
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03/08/2022
New Insights on Reducing Abrupt Representation Change in Online Continual Learning
In the online continual learning paradigm, agents must learn from a chan...
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09/18/2019
Towards Shape Biased Unsupervised Representation Learning for Domain Generalization
It is known that, without awareness of the process, our brain appears to...
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07/01/2019