10 citations · 24 across the 5 of their papers we have counts for
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cs.LG2022★ 3 cited
FedGRec: Federated Graph Recommender System with Lazy Update of Latent Embeddings
Junyi Li, Heng Huang
Recommender systems are widely used in industry to improve user experience. Despite great success, they have recently been criticized for collecting private user data. Federated Le…
cs.LG2022★ 2 cited
Local Stochastic Bilevel Optimization with Momentum-Based Variance Reduction
Junyi Li, Feihu Huang, Heng Huang
Bilevel Optimization has witnessed notable progress recently with new emerging efficient algorithms and has been applied to many machine learning tasks such as data cleaning, few-s…
cs.LG2020★ 10 cited
Improved Bilevel Model: Fast and Optimal Algorithm with Theoretical Guarantee
Junyi Li, Bin Gu, Heng Huang
Due to the hierarchical structure of many machine learning problems, bilevel programming is becoming more and more important recently, however, the complicated correlation between…