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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Jian-Zhong Ju

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Sep 2026

Towards Understanding Token Evolution in Continual Learning of MLLMs

This work revisits catastrophic forgetting from an interpretability perspective and introduces correctness-guided layer alignment (CLA), which allows the new model to inherit multi-layer semantic consistency from its predecessor while learning from ground-truth supervision.

Xu-Sheng Cao, Yi-Fan Meng, Jia-Ze Li et al. · 0 citations

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