@article{covariateassistedgradeofmembershipmodels, title = {Covariate-assisted Grade of Membership Models via Shared Latent Geometry}, author = {Zhiyu Xu and Yuqi Gu}, year = {2026}, eprint = {2601.17265}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.17265}, }