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MixACM: Mixup-Based Robustness Transfer via Distillation of Activated Channel Maps


Nov 09, 2021
Muhammad Awais, Fengwei Zhou, Chuanlong Xie, Jiawei Li, Sung-Ho Bae, Zhenguo Li

* Accepted by NeurIPS 2021 

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DHA: End-to-End Joint Optimization of Data Augmentation Policy, Hyper-parameter and Architecture


Sep 13, 2021
Kaichen Zhou, Lanqing Hong, Shoukang Hu, Fengwei Zhou, Binxin Ru, Jiashi Feng, Zhenguo Li


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NAS-OoD: Neural Architecture Search for Out-of-Distribution Generalization


Sep 05, 2021
Haoyue Bai, Fengwei Zhou, Lanqing Hong, Nanyang Ye, S. -H. Gary Chan, Zhenguo Li

* Accepted by ICCV2021 

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Adversarial Robustness for Unsupervised Domain Adaptation


Sep 02, 2021
Muhammad Awais, Fengwei Zhou, Hang Xu, Lanqing Hong, Ping Luo, Sung-Ho Bae, Zhenguo Li

* Accepted by ICCV 2021 

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OoD-Bench: Benchmarking and Understanding Out-of-Distribution Generalization Datasets and Algorithms


Jun 07, 2021
Nanyang Ye, Kaican Li, Lanqing Hong, Haoyue Bai, Yiting Chen, Fengwei Zhou, Zhenguo Li


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Relaxed Conditional Image Transfer for Semi-supervised Domain Adaptation


Jan 05, 2021
Qijun Luo, Zhili Liu, Lanqing Hong, Chongxuan Li, Kuo Yang, Liyuan Wang, Fengwei Zhou, Guilin Li, Zhenguo Li, Jun Zhu


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MetaAugment: Sample-Aware Data Augmentation Policy Learning


Dec 22, 2020
Fengwei Zhou, Jiawei Li, Chuanlong Xie, Fei Chen, Lanqing Hong, Rui Sun, Zhenguo Li

* Accepted by AAAI2021 

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DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation


Dec 17, 2020
Haoyue Bai, Rui Sun, Lanqing Hong, Fengwei Zhou, Nanyang Ye, Han-Jia Ye, S. -H. Gary Chan, Zhenguo Li

* Accepted by AAAI2021 

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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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Deep Meta-Learning: Learning to Learn in the Concept Space


Feb 10, 2018
Fengwei Zhou, Bin Wu, Zhenguo Li


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Meta-SGD: Learning to Learn Quickly for Few-Shot Learning


Sep 28, 2017
Zhenguo Li, Fengwei Zhou, Fei Chen, Hang Li

* reinforcement learning included, 20-way classification on MiniImagenet included 

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