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Li-Yuan Wang

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#artificial intelligence Preprint Sep 2026

Brain-Inspired Hierarchical Modularity for General Continual Learning

Across visual recognition, vision-language understanding, ego-exo video understanding, and embodied vision-language-action learning, this method consistently improves learning under online and uncertain data streams, with gains exceeding 50 percentage points over replay-free alternatives in embodied manipulation.

Hong-Wei Yan, Kang-Lei Zhou, Qi-Hao Cheng et al. · 0 citations
Review Aug 2026

Continual Learning in Transition

Anchored by this tri-axial framework, representative methods are systematically surveyed, the ongoing transition of continual learning is traced, and the key challenges, broader implications, and future directions arising from this paradigm shift are discussed.

Zhi-Yan Hou, Dan Zhang, Tao Feng et al. · 0 citations

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