@article{continuallearningmechanismscomposeforlon, title = {Continual Learning Mechanisms Compose for Long-Horizon Memorization}, author = {Zheyuan Zhang and Alvin Zhang and Daniel Khashabi and Tianmin Shu}, year = {2026}, eprint = {2609.06986}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2609.06986}, }