Publications

Under preparation

Q. Liu, T. Zhang, L. Linguaglossa. "Towards Automated LLC Allocation in High-speed Softwarized Networks based on DDQN," Under preparation.
Q. Liu, L. Linguaglossa, T. Zhang. "Toward Noninvasive Performance Dissection for High-speed Software Data Plane," Under preparation.

X. Guo, Q. Liu, S. Wang, L. You. "Stochastic geometry-based MCS adaption for uplink networks," IEEE Wireless Communications and Networking Conference 2025.

Q. Liu, T. Zhang, M. Hemmatpour, Q. Han, D. Zhang, C. Chen, M. Mellia, A. Aghasaryan. "Operationalizing AI/ML in Future Networks: A Bird’s Eye View from the System Perspective," IEEE Communications Magazine 2024. [Impact Factor: 11.2] [pdf]
Q. Liu, T. Zhang, Walter Cerroni, L. Linguaglossa. "Proactive VNF Redeployment and Traffic Routing for Modern Telco Networks," IEEE International Conference on Network Softwarization (Netsoft) 2024. [Acceptance rate: 20%],
Best Paper Award 2nd Place. [pdf]
Q. Liu, T. Zhang, L. Linguaglossa. "Non-invasive Performance Diagnosis of Virtual Network Functions with Limited Knowledge," IEEE International Conference on Computer Communications (INFOCOM) 2024. [Acceptance rate: 19%] [pdf]
C. Zheng, Q. Liu, M. Hemmatpour, T. Zhang, N. Zilberman. "Bontent Attacks from Birth to Grave - An In-network AI/ML Approach," IEEE Communications Magazine [under revision] 2024.

Q. Liu, C. Wang, C. Zheng. "Distributed Decisions on Optimal Load Balancing in Loss Networks," The 21st International Symposium on Modeling and Optimization in Mobile, Ad hoc, and Wireless Networks (Wiopt) 2023. [Acceptance rate: 30%] [pdf]

Q. Liu, J.-Y. Baudais, P. Mary. "Transmission Policies Based on Learning by Reinforcement and Stochastic Geometry for Dynamic Cellular Networks," The 29th Signal and Image Processing Research and Study Group (GRETSI) 2022. [pdf]
Q. Liu, J.-Y. Baudais, P. Mary. "Analysis of the Epsilon-stable Region in Dynamic Downlink Cellular Networks," IEEE 94th Vehicular Technology Conference (VTC) 2022. [pdf]

C. Wang, Q. Liu. "Load Balancing Game in Loss Communication Networks," The 20th Games, Agents, and Incentives Workshop (GAIW) in International Conference on Autonomous Agents and Multiagent Systems (AAMAS) 2021.
Q. Liu, J.-Y. Baudais, P. Mary. "Queue Analysis with Finite Buffer by Stochastic Geometry in Downlink Cellular Networks," IEEE 93rd Vehicular Technology Conference (VTC) 2021. [pdf]

Q. Liu, J.-Y. Baudais, P. Mary. "A Tractable Coverage Analysis in Dynamic Downlink Cellular Networks," IEEE 21st International Workshop on Signal Processing Advances in Wireless Communications (SPAWC) 2020. [pdf]