Publications

Selected Publications

Edge-Cloud Collaborative Learning & Federated Learning

• 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)

Efficient Deep Learning & Quantization

• 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)