@inproceedings{shulgin2025privatefl, title={First Provable Guarantees for Practical Private FL: Beyond Restrictive Assumptions}, author={Shulgin, Egor and Malinovsky, Grigory and Khirirat, Sarit and Richt{\'a}rik, Peter}, booktitle={The 17th International OPT Workshop on Optimization for Machine Learning, NeurIPS Workshop 2025}, year={2025}, eprint={2512.21521}, archivePrefix={arXiv}, url={https://www.arxiv.org/abs/2512.21521}, note={Tiny Titans: The next wave of On-Device Learning for Foundational Models, ICML Workshop 2025} }