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Revisiting Discriminative vs. Generative Classifiers: Theory and Implications


Feb 05, 2023
Chenyu Zheng, Guoqiang Wu, Fan Bao, Yue Cao, Chongxuan Li, Jun Zhu

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* 57 pages 

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Deep Ensemble as a Gaussian Process Approximate Posterior


Apr 30, 2022
Zhijie Deng, Feng Zhou, Jianfei Chen, Guoqiang Wu, Jun Zhu

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On the Convergence of Prior-Guided Zeroth-Order Optimization Algorithms


Jul 21, 2021
Shuyu Cheng, Guoqiang Wu, Jun Zhu

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* Code available at https://github.com/csy530216/pg-zoo 

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Stability and Generalization of Bilevel Programming in Hyperparameter Optimization


Jun 08, 2021
Fan Bao, Guoqiang Wu, Chongxuan Li, Jun Zhu, Bo Zhang

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Rethinking and Reweighting the Univariate Losses for Multi-Label Ranking: Consistency and Generalization


May 10, 2021
Guoqiang Wu, Chongxuan Li, Kun Xu, Jun Zhu

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Multi-label classification: do Hamming loss and subset accuracy really conflict with each other?


Nov 16, 2020
Guoqiang Wu, Jun Zhu

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* To Appear in NeurIPS 2020 

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Joint Ranking SVM and Binary Relevance with Robust Low-Rank Learning for Multi-Label Classification


Nov 05, 2019
Guoqiang Wu, Ruobing Zheng, Yingjie Tian, Dalian Liu

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* Neural Networks, 2020, 122: 24-39 
* 57 pages, 5 figures, to be published in the journal of Neural Networks 

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