Efficient Continual Learning in Language Models via Thalamically Routed Cortical Columns

arXiv:2602.22479v1 Announce Type: new Abstract: Continual learning is a core requirement for deployed language models, yet standard training and fine-tuning pipelines remain brittle under non-stationary …