Optimized Look-Ahead Offloading Decisions Using Deep Reinforcement Learning for Battery Constrained Mobile IoT Devices. - Kaiyi Zhang 005; Nancy Samaan (SmartCloud, 2020)

A Two-Stage Confidence-Based Intrusion Detection System in Programmable Data-Planes. - Kaiyi Zhang 005; Nancy Samaan; Ahmed Karmouch (GLOBECOM, 2023)

An Intelligent Data-Plane with a Quantized ML Model for Traffic Management. - Kaiyi Zhang 005; Nancy Samaan; Ahmed Karmouch (NOMS, 2023)

A Machine Learning-Based Toolbox for P4 Programmable Data-Planes. - Kaiyi Zhang 005; Nancy Samaan; Ahmed Karmouch (IEEE Trans. Netw. Serv. Manag., 2024)

MUTA: Enabling Multi-Task Neural Network Inference in Programmable Data-Planes. - Kaiyi Zhang 005; Changgang Zheng; Nancy Samaan; Ahmed Karmouch; Noa Zilberman (HPSR, 2025)