Resume
Publications
[1] Hao Sun, Taiyi Wang. Toward Causal-Aware RL: State-Wise Action-Refined Temporal Difference. NeurIPS 2022 Workshop DeepRL, 2022
[2] Hao Sun, Ziping Xu, Meng Fang, Zhenghao Peng, Taiyi Wang, Bolei Zhou. Constrained MDPs can be Solved by Early-Termination with Recurrent Models. NeurIPS 2022 Workshop FMDM, 2022
[3] Hao Sun, Ziping Xu, Taiyi Wang, Meng Fang, Bolei Zhou. Supervised Q-Learning can be a Strong Baseline for Continuous Control. NeurIPS 2022 Workshop FMDM, 2022
[4] Ali Hadian, Behzad Ghaffari, Taiyi Wang (3rd) and Thomas Heinis. " Leveraging Soft Functional Dependencies for Indexing Multi-dimensional Data." 24th International Conference on Extending Database Technology (EDBT), 2021 (Submission, arxiv https://arxiv.org/pdf/2006.16393.pdf) .
[5] Wang, Taiyi (1st), Shi, Jiahao, " Solving Maximal Stable Set problem via Deep Reinforcement Learning." 13th International Conference on Agents and Artificial Intelligence, ICAART.
[6] Wang, Taiyi (1st), Yajun Fang, and Berthold KP Horn. "Why do we need bilateral control?-in view of energy consumption." 2018 4th International Conference on Universal Village (UV). IEEE, 2018.
[7] Wang, Taiyi (1st), Fu, Zuntao " Regional Studies on low-frequency variations in DTR." Graduation thesis, Department of Atmospheric and Oceanic Sciences, School of Physics, Peking University, 2019
[8] Wang, Taiyi (1st), Dang, Zhibo. " To simulate the future of Language." Mathematical Contest in Modeling, COMAP,2018.
Education
2019-Present
Johns Hopkins University
Department of Computer Science
Major: Data Intensive & Machine Learning Group
Degree: Master of Science and Engineering
Grade: Top 1, Distinction
Baltimore, USA
2015 - 2019
Peking University
School of Physics
Beijing, China
Major: Physics
Degree: Bachelor of Science, minor in math
Grade: First-Class Honor
Award
04/2018
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Finalist (F Awards, Top 1%), Mathematical Contest in Modeling (MCM)
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Excellent Graduate Student Award in School of Physics, Peking University
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Excellent Graduation thesis
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Special Award (top 10%), the 5th Youth Physical Tournament, Peking University
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Third Prize (top 30%), Freshman Scholarship, Peking University
06/2019
06/2019
05/2016
09/2015
Industrial Internship
2018.11-2019.05
Baidu
Research and Development Engineer, Beijing, China
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Integrated the users’ information from different platforms, including those from search engines and other apps, to construct a comprehensive schema of users’ behavior
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Built database and tables that facilitated multiple rounds of chats with AI bots.
2018.09-2018.11
Sohu.com
Research and Development Engineer, Beijing, China
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Case analysis of the advertising investment results, applied the Lookalike expansion algorithm, which involved the study of traditional machine learning algorithms such as xgboost and GBDT
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Portrayed and tagged users from different aspects, designed about 10 new tags through researches, applied these new tags in ADP (Advertising Data Platform)
Professional skillset
Coding & Computer skills: Office; LaTeX; Markdown; C++; R; MATLAB; Python; SQL, Hive, Hadoop
Hobbies: Running; Travel; Swimming; Tennis