Haowen Chang

Resource Allocation for D2D Cellular Networks with QoS Constraints: A DC Programming-based Approach

J. Ashdown, Lingjia Liu, Y. Yi, 2021, IEEE Access.

Bounding Packet Dropping and Injection Attacks in Sensor Networks

Xin Zhang, Adrian Perrig, Abhishek Jain, 2007 .

MADRL Based Scheduling for 5G and Beyond

Lingjia Liu, Haowen Chang, Hao Chen, 2022, MILCOM 2022 - 2022 IEEE Military Communications Conference (MILCOM).

Federated Multi-Agent Deep Reinforcement Learning (Fed-MADRL) for Dynamic Spectrum Access

Lingjia Liu, Haowen Chang, Yifei Song, 2023, IEEE Transactions on Wireless Communications.

Federated Dynamic Spectrum Access pdf

Lingjia Liu, Zhou Zhou, Shashank Jere, 2021, ArXiv.

Federated Dynamic Spectrum Access through Multi-Agent Deep Reinforcement Learning

Lingjia Liu, Haowen Chang, Yifei Song, 2022, GLOBECOM 2022 - 2022 IEEE Global Communications Conference.