@article{knowledgecapsulesstructurednonparametric, title = {Knowledge Capsules: Structured Nonparametric Memory Units for LLMs}, author = {Bin Ju and Shenfeng Weng and Danying Zhou and Rongkai Xu and Kunkai Su}, year = {2026}, eprint = {2604.20487}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.20487}, }