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Bootstrapped Transformer for Offline Reinforcement Learning



Kerong Wang , Hanye Zhao , Xufang Luo , Kan Ren , Weinan Zhang , Dongsheng Li

* A complete manuscript under review 

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



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

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

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Domain Generalization using Pretrained Models without Fine-tuning



Ziyue Li , Kan Ren , Xinyang Jiang , Bo Li , Haipeng Zhang , Dongsheng Li


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Towards Generating Real-World Time Series Data



Hengzhi Pei , Kan Ren , Yuqing Yang , Chang Liu , Tao Qin , Dongsheng Li

* Accepted in 21th IEEE International Conference on Data Mining (ICDM 2021). Code is available at https://seqml.github.io/rtsgan 

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Infrared target tracking based on proximal robust principal component analysis method



Chao Ma , Guohua Gu , Xin Miao , Minjie Wan , Weixian Qian , Kan Ren , Qian Chen


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Sequential Recommendation with Dual Side Neighbor-based Collaborative Relation Modeling



Jiarui Qin , Kan Ren , Yuchen Fang , Weinan Zhang , Yong Yu

* WSDM 2020 

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Deep Landscape Forecasting for Real-time Bidding Advertising



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

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

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Guiding the One-to-one Mapping in CycleGAN via Optimal Transport



Guansong Lu , Zhiming Zhou , Yuxuan Song , Kan Ren , Yong Yu

* The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI 2019) 

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Deep Recurrent Survival Analysis



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


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Learning Multi-touch Conversion Attribution with Dual-attention Mechanisms for Online Advertising



Kan Ren , Yuchen Fang , Weinan Zhang , Shuhao Liu , Jiajun Li , Ya Zhang , Yong Yu , Jun Wang

* 10 pages, 11 figures; CIKM 2018 

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