Efficient Continual Learning in Language Models via Thalamically Routed Cortical Columns
arXiv:2602.22479v5 Announce Type: replace
Abstract: Large language models deployed in the wild must adapt to evolving data, user behavior, and task mixtures without erasing previously acquired capabilities. In practice, this remains difficult: sequent…