@article{edgefitfederatedinstructiontuningofquant, title = {Edge-FIT: Federated Instruction Tuning of Quantized LLMs for Privacy-Preserving Smart Home Environments}, author = {Vinay Venkatesh and Vamsidhar R Kamanuru and Lav Kumar and Nikita Kothari}, year = {2025}, eprint = {2510.03284}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.03284}, }