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Deconfounding Duration Bias in Watch-time Prediction for Video Recommendation


Jun 13, 2022
Ruohan Zhan, Changhua Pei, Qiang Su, Jianfeng Wen, Xueliang Wang, Guanyu Mu, Dong Zheng, Peng Jiang

* 10 pages 

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ResAct: Reinforcing Long-term Engagement in Sequential Recommendation with Residual Actor


Jun 01, 2022
Wanqi Xue, Qingpeng Cai, Ruohan Zhan, Dong Zheng, Peng Jiang, Bo An


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Constrained Reinforcement Learning for Short Video Recommendation


May 26, 2022
Qingpeng Cai, Ruohan Zhan, Chi Zhang, Jie Zheng, Guangwei Ding, Pinghua Gong, Dong Zheng, Peng Jiang


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Off-Policy Evaluation via Adaptive Weighting with Data from Contextual Bandits


Jun 10, 2021
Ruohan Zhan, Vitor Hadad, David A. Hirshberg, Susan Athey


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Towards Content Provider Aware Recommender Systems: A Simulation Study on the Interplay between User and Provider Utilities


May 06, 2021
Ruohan Zhan, Konstantina Christakopoulou, Ya Le, Jayden Ooi, Martin Mladenov, Alex Beutel, Craig Boutilier, Ed H. Chi, Minmin Chen


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Policy Learning with Adaptively Collected Data


May 05, 2021
Ruohan Zhan, Zhimei Ren, Susan Athey, Zhengyuan Zhou


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Distortion Agnostic Deep Watermarking


Jan 14, 2020
Xiyang Luo, Ruohan Zhan, Huiwen Chang, Feng Yang, Peyman Milanfar


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Confidence Intervals for Policy Evaluation in Adaptive Experiments


Nov 07, 2019
Vitor Hadad, David A. Hirshberg, Ruohan Zhan, Stefan Wager, Susan Athey


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