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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.

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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

  • Finalist (F Awards, Top 1%), Mathematical Contest in Modeling (MCM)                                  

  • Excellent Graduate Student Award in School of Physics, Peking University                             

  • Excellent Graduation thesis                                                                                                                

  • Special Award (top 10%), the 5th Youth Physical Tournament, Peking University                       

  • 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                  

  • Integrated the users’ information from different platforms, including those from search engines and other apps, to construct a comprehensive schema of users’ behavior

  • 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                  

  • 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

  • Portrayed and tagged users from different aspects, designed about 10 new tags through researches, applied these new tags in ADP (Advertising Data Platform)

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Professional skillset

Coding & Computer skills: Office; LaTeX; Markdown; C++; R; MATLAB; Python; SQL, Hive, Hadoop

Hobbies: Running; Travel; Swimming; Tennis

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