@article{algorithmicinformationdynamicsoflearning, title = {Algorithmic Information Dynamics of Learning: A Certified, Differentiable Complexity Controller for Grokking}, author = {Luan Ozelim and Abicumaran Uthamacumaran and Hector Zenil}, year = {2026}, eprint = {2609.13197}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2609.13197}, }