Search Results for author: Yongjian Zhong

Found 2 papers, 1 papers with code

Multi-block Min-max Bilevel Optimization with Applications in Multi-task Deep AUC Maximization

no code implementations1 Jun 2022 Quanqi Hu, Yongjian Zhong, Tianbao Yang

To tackle this challenge, we present a single-loop randomized stochastic algorithm, which requires updates for only a constant number of blocks at each iteration.

Bilevel Optimization

Large-scale Stochastic Optimization of NDCG Surrogates for Deep Learning with Provable Convergence

1 code implementation24 Feb 2022 Zi-Hao Qiu, Quanqi Hu, Yongjian Zhong, Lijun Zhang, Tianbao Yang

To the best of our knowledge, this is the first time that stochastic algorithms are proposed to optimize NDCG with a provable convergence guarantee.

Information Retrieval Retrieval +1

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