@article{gradientflowoptimizationasdynamicrandome, title = {Gradient-Flow Optimization as Dynamic Random-Effects Inference: Testing and Early Stopping with Applications to Deep Learning}, author = {Minhao Yao and Ruoyu Wang and Xihong Lin and Lin Liu and Zhonghua Liu}, year = {2026}, eprint = {2605.27991}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.27991}, }