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Penalty and Augmented Lagrangian Methods for Layer-parallel Training of Residual Networks

Sep 03, 2020
Qi Sun, Hexing Dong, Zewei Chen, Weizhen Dian, Jiacheng Sun, Yitong Sun, Zhenguo Li, Bin Dong


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CurveLane-NAS: Unifying Lane-Sensitive Architecture Search and Adaptive Point Blending

Jul 23, 2020
Hang Xu, Shaoju Wang, Xinyue Cai, Wei Zhang, Xiaodan Liang, Zhenguo Li

* Accepted by ECCV2020 

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CATCH: Context-based Meta Reinforcement Learning for Transferrable Architecture Search

Jul 22, 2020
Xin Chen, Yawen Duan, Zewei Chen, Hang Xu, Zihao Chen, Xiaodan Liang, Tong Zhang, Zhenguo Li

* Published at ECCV2020 

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AABO: Adaptive Anchor Box Optimization for Object Detection via Bayesian Sub-sampling

Jul 18, 2020
Wenshuo Ma, Tingzhong Tian, Hang Xu, Yimin Huang, Zhenguo Li

* Accepted by ECCV 2020 (spotlight) 

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An Asymptotically Optimal Multi-Armed Bandit Algorithm and Hyperparameter Optimization

Jul 11, 2020
Yimin Huang, Yujun Li, Zhenguo Li, Zhihua Zhang


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Decoder-free Robustness Disentanglement without (Additional) Supervision

Jul 02, 2020
Yifei Wang, Dan Peng, Furui Liu, Zhenguo Li, Zhitang Chen, Jiansheng Yang


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New Interpretations of Normalization Methods in Deep Learning

Jun 16, 2020
Jiacheng Sun, Xiangyong Cao, Hanwen Liang, Weiran Huang, Zewei Chen, Zhenguo Li

* Accepted by AAAI 2020 

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Risk Variance Penalization: From Distributional Robustness to Causality

Jun 13, 2020
Chuanlong Xie, Fei Chen, Yue Liu, Zhenguo Li


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Locally Differentially Private (Contextual) Bandits Learning

Jun 01, 2020
Kai Zheng, Tianle Cai, Weiran Huang, Zhenguo Li, Liwei Wang

* 19 pages 

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Boosting Few-Shot Learning With Adaptive Margin Loss

May 28, 2020
Aoxue Li, Weiran Huang, Xu Lan, Jiashi Feng, Zhenguo Li, Liwei Wang

* Accepted by CVPR 2020 

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Rethinking Performance Estimation in Neural Architecture Search

May 20, 2020
Xiawu Zheng, Rongrong Ji, Qiang Wang, Qixiang Ye, Zhenguo Li, Yonghong Tian, Qi Tian


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AutoFIS: Automatic Feature Interaction Selection in Factorization Models for Click-Through Rate Prediction

Mar 26, 2020
Bin Liu, Chenxu Zhu, Guilin Li, Weinan Zhang, Jincai Lai, Ruiming Tang, Xiuqiang He, Zhenguo Li, Yong Yu


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EHSOD: CAM-Guided End-to-end Hybrid-Supervised Object Detection with Cascade Refinement

Feb 18, 2020
Linpu Fang, Hang Xu, Zhili Liu, Sarah Parisot, Zhenguo Li

* Accepted by AAAI20 

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Universal-RCNN: Universal Object Detector via Transferable Graph R-CNN

Feb 18, 2020
Hang Xu, Linpu Fang, Xiaodan Liang, Wenxiong Kang, Zhenguo Li

* Accepted by AAAI20 

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MetaSelector: Meta-Learning for Recommendation with User-Level Adaptive Model Selection

Feb 13, 2020
Mi Luo, Fei Chen, Pengxiang Cheng, Zhenhua Dong, Xiuqiang He, Jiashi Feng, Zhenguo Li


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Multi-objective Neural Architecture Search via Non-stationary Policy Gradient

Jan 31, 2020
Zewei Chen, Fengwei Zhou, George Trimponias, Zhenguo Li


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Meta-Learning PAC-Bayes Priors in Model Averaging

Dec 25, 2019
Yimin Huang, Weiran Huang, Liang Li, Zhenguo Li

* Accepted by AAAI 2020 

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SM-NAS: Structural-to-Modular Neural Architecture Search for Object Detection

Nov 30, 2019
Lewei Yao, Hang Xu, Wei Zhang, Xiaodan Liang, Zhenguo Li

* Accepted by AAAI 2020 

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Multi-objective Neural Architecture Search via Predictive Network Performance Optimization

Nov 21, 2019
Han Shi, Renjie Pi, Hang Xu, Zhenguo Li, James T. Kwok, Tong Zhang


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StacNAS: Towards stable and consistent optimization for differentiable Neural Architecture Search

Oct 01, 2019
Guilin Li, Xing Zhang, Zitong Wang, Zhenguo Li, Tong Zhang


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DARTS+: Improved Differentiable Architecture Search with Early Stopping

Sep 13, 2019
Hanwen Liang, Shifeng Zhang, Jiacheng Sun, Xingqiu He, Weiran Huang, Kechen Zhuang, Zhenguo Li


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Meta Reinforcement Learning with Task Embedding and Shared Policy

Jun 04, 2019
Lin Lan, Zhenguo Li, Xiaohong Guan, Pinghui Wang

* Accepted to IJCAI 2019 

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Meta-Learning for Few-shot Camera-Adaptive Color Constancy

Nov 28, 2018
Steven McDonagh, Sarah Parisot, Zhenguo Li, Gregory Slabaugh

* The two first authors contributed equally 

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