Search Results for author: Liu Yong

Found 6 papers, 1 papers with code

Don't Forget What I did?: Assessing Client Contributions in Federated Learning

no code implementations11 Mar 2024 Bishwamittra Ghosh, Debabrota Basu, Fu Huazhu, Wang Yuan, Renuga Kanagavelu, Jiang Jin Peng, Liu Yong, Goh Siow Mong Rick, Wei Qingsong

Additionally, to assess client contribution under limited computational budget, we propose a scheduling procedure that considers a two-sided fairness criteria to perform expensive Shapley value computation only in a subset of training epochs.

Data Poisoning Fairness +2

FedUKD: Federated UNet Model with Knowledge Distillation for Land Use Classification from Satellite and Street Views

2 code implementations5 Dec 2022 Renuga Kanagavelu, Kinshuk Dua, Pratik Garai, Susan Elias, Neha Thomas, Simon Elias, Qingsong Wei, Goh Siow Mong Rick, Liu Yong

The need for a Federated approach in this application domain would be to avoid transfer of data from distributed locations and save network bandwidth to reduce communication cost.

Knowledge Distillation Model Compression +1

Learning Optimal Social Dependency for Recommendation

no code implementations15 Mar 2016 Liu Yong, Zhao Peilin, Liu Xin, Wu Min, Li Xiao-Li

Social recommender systems exploit users' social relationships to improve the recommendation accuracy.

Recommendation Systems

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