@misc{martnishn2026layer, title={Layer-wise Derivative Controlled Networks Achieve Competitive Accuracy and Gradient Stability Across Data Regimes}, author={Rowan Martnishn}, year={2026}, eprint={2606.07908}, archivePrefix={arXiv}, primaryClass={cs.LG}, url={https://arxiv.org/abs/2606.07908} }