Publications

Edge-Cloud Collaborative Streaming Video Analytics with Multi-agent Deep Reinforcement Learning,B. Qian, Y. Xuan, D. Wu, Z. Wen, R. Yang, S. He, J. Chen, and R. Ranjan, IEEE Networks (2024)

EcoFed: Efficient Communication for DNN Partitioning-based Federated Learning,D. Wu, R. Ullah, P. Rodgers, P. Kilpatrick, I. Spence, B. Varghese. IEEE Transactions on Parallel and Distributed Systems (2024)

FedComm: Understanding Communication Protocols for Edge-based Federated Learning,G. Cleland, D. Wu, R. Ullah, B. Varghese. IEEE/ACM International Conference on Utility and Cloud Computing (2022)

FedAdapt: Adaptive Offloading for IoT Devices in Federated Learning, D. Wu, R. Ullah, P. Harvey, P. Kilpatrick, I. Spence, B. Varghese. IEEE Internet of Things Journal (2022)

FedFly: Towards Migration in Edge-based Distributed Federated Learning, R. Ullah, D. Wu, P. Harvey, P. Kilpatrick, I. Spence, B. Varghese. IEEE Communications Magazine (2022)

EasyQuant: Post-training Quantization via Scale Optimization, D. Wu, Q. Tang, Y. Zhao, M. Zhang, Y. Fu, D. Zhang. arXiv preprint arXiv:2006.16669 (2020)