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Towards Applicable Reinforcement Learning: Improving the Generalization and Sample Efficiency with Policy Ensemble


May 19, 2022
Zhengyu Yang, Kan Ren, Xufang Luo, Minghuan Liu, Weiqing Liu, Jiang Bian, Weinan Zhang, Dongsheng Li

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* Accepted in IJCAI 2022. The codes are available at https://seqml.github.io/eppo 

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Curriculum Offline Imitation Learning


Nov 03, 2021
Minghuan Liu, Hanye Zhao, Zhengyu Yang, Jian Shen, Weinan Zhang, Li Zhao, Tie-Yan Liu

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* 19 pages (7 pages of supplementary), 11 figures. Published at 35th Conference on Neural Information Processing Systems (NeurIPS 2021) 

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SSFL: Tackling Label Deficiency in Federated Learning via Personalized Self-Supervision


Oct 06, 2021
Chaoyang He, Zhengyu Yang, Erum Mushtaq, Sunwoo Lee, Mahdi Soltanolkotabi, Salman Avestimehr

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SimPLE: Similar Pseudo Label Exploitation for Semi-Supervised Classification


Mar 30, 2021
Zijian Hu, Zhengyu Yang, Xuefeng Hu, Ram Nevatia

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* Accepted to CVPR 2021. First two authors contributed equally 

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To Follow or not to Follow: Selective Imitation Learning from Observations


Dec 16, 2019
Youngwoon Lee, Edward S. Hu, Zhengyu Yang, Joseph J. Lim

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* Published at the Conference on Robot Learning (CoRL) 2019 

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IKEA Furniture Assembly Environment for Long-Horizon Complex Manipulation Tasks


Nov 17, 2019
Youngwoon Lee, Edward S. Hu, Zhengyu Yang, Alex Yin, Joseph J. Lim

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* Simulator 

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Deep Landscape Forecasting for Real-time Bidding Advertising


May 12, 2019
Kan Ren, Jiarui Qin, Lei Zheng, Zhengyu Yang, Weinan Zhang, Yong Yu

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* KDD 2019. The reproducible code and dataset link is https://github.com/rk2900/DLF 

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Deep Recurrent Survival Analysis


Sep 07, 2018
Kan Ren, Jiarui Qin, Lei Zheng, Zhengyu Yang, Weinan Zhang, Lin Qiu, Yong Yu

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Geometric Semantic Genetic Programming Algorithm and Slump Prediction


Dec 07, 2017
Juncai Xu, Zhenzhong Shen, Qingwen Ren, Xin Xie, Zhengyu Yang

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Slope Stability Analysis with Geometric Semantic Genetic Programming


Dec 05, 2017
Juncai Xu, Zhenzhong Shen, Qingwen Ren, Xin Xie, Zhengyu Yang

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