@article{fromgradientstoriccatigeometrykalmanworl, title = {From Gradients to Riccati Geometry: Kalman World Models for Single-Pass Learning}, author = {Andrew Kiruluta}, year = {2026}, eprint = {2603.13423}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.13423}, }