Lin, S. et al. 2026. Adaptive-Learngene: Continual Expansion and Task-Aware Selection of Learngenes for Dynamic Environments. Proceedings of the AAAI Conference on Artificial Intelligence. 40, 28 (Mar. 2026), 23576–23584. DOI:https://doi.org/10.1609/aaai.v40i28.39530.