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Tianbao Yang

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Optimal Algorithms for Stochastic Multi-Level Compositional Optimization

Mar 11, 2022
Wei Jiang, Bokun Wang, Yibo Wang, Lijun Zhang, Tianbao Yang

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When AUC meets DRO: Optimizing Partial AUC for Deep Learning with Non-Convex Convergence Guarantee

Mar 04, 2022
Dixian Zhu, Gang Li, Bokun Wang, Xiaodong Wu, Tianbao Yang

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Large-scale Optimization of Partial AUC in a Range of False Positive Rates

Mar 03, 2022
Yao Yao, Qihang Lin, Tianbao Yang

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Finite-Sum Coupled Compositional Stochastic Optimization: Theory and Applications

Mar 02, 2022
Bokun Wang, Tianbao Yang

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Provable Stochastic Optimization for Global Contrastive Learning: Small Batch Does Not Harm Performance

Feb 24, 2022
Zhuoning Yuan, Yuexin Wu, Zihao Qiu, Xianzhi Du, Lijun Zhang, Denny Zhou, Tianbao Yang

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

Feb 24, 2022
Zi-Hao Qiu, Quanqi Hu, Yongjian Zhong, Lijun Zhang, Tianbao Yang

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A Unified DRO View of Multi-class Loss Functions with top-N Consistency

Dec 30, 2021
Dixian Zhu, Tianbao Yang

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A Novel Convergence Analysis for Algorithms of the Adam Family

Dec 07, 2021
Zhishuai Guo, Yi Xu, Wotao Yin, Rong Jin, Tianbao Yang

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Simple Stochastic and Online Gradient Descent Algorithms for Pairwise Learning

Nov 23, 2021
Zhenhuan Yang, Yunwen Lei, Puyu Wang, Tianbao Yang, Yiming Ying

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