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

Author

Xia-Lei Liu

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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
Jul 2026

Weaving Light and Time: Unified Harmonic-Geometric Representation Learning for Dense RGB-Event Parsing

To achieve profound modal synergy, Evita explicitly embeds a suite of intrinsic co-learning modules directly into every encoder layer, and features Geometric Parallax Rectification for adaptive spatial alignment and Harmonic Spectral Resonance for texture transfer exclusively in the complex frequency domain.

Chenxu Peng, Chongtian zhou, Di Liu et al. · 0 citations

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