@ARTICLE{zhang2026design, author={Zhang, Kaiyi and Zheng, Changgang and Samaan, Nancy and Karmouch, Ahmed and Zilberman, Noa}, journal={IEEE Transactions on Network and Service Management}, title={Design, Implementation, and Deployment of Multi-Task Neural Networks in Programmable Data-Planes}, year={2025}, volume={}, number={}, pages={1-1}, keywords={Multitasking;Artificial neural networks;Pipelines;Hardware;Accuracy;Trees (botanical);Software;Computational modeling;Scalability;Machine learning;In-network computing;P4;multi-task learning;neural networks;programmable data-planes}, doi={10.1109/TNSM.2025.3629642}}