Publications #

Journal Papers #

Ningxin Su, Baochun Li. “MLOps in the Metaverse: Human-Centric Continuous Integration,” in IEEE Journal on Selected Areas in Communications (JSAC), Special issue on Human-Centric Communication and Networking for Metaverse over 5G and Beyond Networks, 2024.

Conference Papers #

Zeyuan Zuo, Ningxin Su, Baochun Li, Teng Zhang. “Towards Communication-Efficient Homomorphic Encryption in Federated Learning,” in the Proceedings of the ACM Symposium on Cloud Computing (SoCC), Redmond, WA, November 20-22, 2024.

Ningxin Su, Baochun Li, Bo Li. “Democratizing the Federation in Federated Learning,” in the Proceedings of the IEEE International Conference on Mobile Ad-Hoc and Smart Systems (MASS), Seoul, South Korea, September 23-25, 2024.

Sijia Chen, Ningxin Su, Baochun Li. “Calibre: Towards Fair and Accurate Personalized Federated Learning with Self-Supervised Learning,” in the Proceedings of the IEEE International Conference on Distributed Computing Systems (ICDCS), Jersey City, New Jersey, USA, July 23-26, 2024.

Sijia Chen, Ningxin Su, Baochun Li. “Relic: Federated Conditional Textual Inversion with Prototype Alignment,” in the Proceedings of the IEEE/ACM International Symposium on Quality of Service (IWQoS), Guangzhou, China, June 19–21, 2024. [Slides]

Ningxin Su, Chenghao Hu, Baochun Li, Bo Li. “Titanic: Towards Production Federated Learning with Large Language Models,” in the Proceedings of the IEEE International Conference on Computer Communications (INFOCOM), Vancouver, Canada, May 20 - 23, 2024. [Slides]

Baochun Li, Ningxin Su, Chen Ying, Fei Wang. “Plato: An Open-Source Research Framework for Production Federated Learning,” in the Proceedings of the ACM Turing Award Celebration Conference (TURC), Wuhan, China, July, 2023.

Ningxin Su, Baochun Li, Bo Li. “Multi-Server Stable Rendezvous for the Metaverse,” in the Proceedings of the IEEE International Conference on Metaverse Computing, Networking and Applications (MetaCom), Kyoto, Japan, June 26 – 28, 2023 (Best Paper Award). [Slides]

Ningxin Su, Baochun Li. “Asynchronous Federated Unlearning,” in the Proceedings of the IEEE International Conference on Computer Communications (INFOCOM), New York, USA, May 17 – 20, 2023. [Project][Slides][Code]

Ningxin Su, Baochun Li. “How Asynchronous can Federated Learning Be?” in the Proceedings of the IEEE/ACM International Symposium on Quality of Service (IWQoS), Virtual Conference, June 10 – 12, 2022. [Project][Slides] [Code]