Invited Talks

-2022-

  1. Y. Liu, TBD Keynote at WSDM'22 Workshop on "Federated Learning on the Web"

  2. Y. Liu, Research Advances in Federated Learning, DataFunCon, 2022

-2021-

  1. Y. Liu, Federated Learning and Federated Data Network, CCB University and HKU Business School, 2021

  2. Y. Liu, Federated Learning: Research Challenges and Application Outlooks, Huawei 1st Federated Learning Workshop 2021

  3. Y. Liu, FedGEMS: FedGEMS: Federated Learning of Larger Server Models via Selective Knowledge Fusion, Google Workshop on Federated Learning and Analytics, Google, 2021


- 2020 -

  1. Y. Liu. Vertical (Cross-silo) Federated Learning: some concepts and applications, IBM Workshop on Federated Learning and Analytics, IBM Thomas J Watson Research Center, NY, US, 2020

  2. Y. Liu. Challenges in Real-World Applications of Federated Learning, The 2nd Tsinghua-Berkeley Shenzhen Workshop on Learning Theory, Shenzhen, China, 2020

  3. Y. Liu. Towards Building Federated Learning Powered Applications for Urban Management (Keynote), SIGKDD Workshop on Urban Computing, 2020

  1. Y. Liu, Federated Learning: Recent Research and Application Trends, Tsinghua-Berkeley Shenzhen Institute, China, 2020

  2. Y. Liu, Federated Learning’s Fintech Applications, AI Time Technology Summit Series Young Scientist Forum, China, 2020


- 2019 -

  1. Y. Liu. User Privacy, Data Confidentiality and AI Safety in Collaborative Learning. The IJCAI International Workshop on AISafety, Macau (2019).

  2. Y. Liu. Introduction to Federated Learning: From Research to Applications, 2019 CCF Youth Elite Conference, Chengdu, China (2019).

  3. Y. Liu. Crowdsourcing and Federated Machine Learning: From Theory to Applications. The 2019 Global AI Product and Application Expo, Suzhou, China (2019).

  4. Y. Liu & T. Fan. Federated Machine Learning: Concept and Applications. The 14th CCF TF on Federated Machine Learning, Shenzhen, China (2019).

  5. Y. Liu. Federated Machine Learning: Concept and Applications. The 1st SCRIPTS Workshop on Privacy Preserving Technologies and their Applications, Singapore (2019).

  6. Y. Liu, Q. Yang, T. Chen & Z. Wei. Federated Learning: User Privacy, Data Security and Confidentiality in Machine Learning. The 33rd AAAI Conference on Artificial Intelligence (AAAI-19), Honolulu, HI, USA (2019).