Enhancing Visual Continual Learning with Language-Guided Supervision

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We introduce LingoCL, a simple yet effective continual learning paradigm leveraging language-guided supervision, which can be integrated into most existing approaches seamlessly. (a) Overview of the typical methods which are supervised only by one-hot labels.


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