@article{amechanismdriventheoryofphasetransitions, title = {A Mechanism-Driven Theory of Phase Transitions in Active Learning}, author = {Julia Machnio and Mads Nielsen and Mostafa Mehdipour Ghazi}, year = {2026}, eprint = {2607.00144}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.00144}, }