About

Biography

     My name is Qingfeng Lan, a PhD student at the University of Alberta, Canada. I’m interested in designing effective algorithms and deriving sound theories to support experiments in artificial intelligence. In particular, my research focuses on reinforcement learning and representation learning. Please see my CV for more information.

Contact

I’d like to chat to people with different social/cultural/educational backgrounds, as windows to see the unknown world. Feel free to contact me if you want to share anything (ideas, experiences, etc) with me.

  • Email: qlan3 [AT] ualberta.ca
  • WeChat (微信): Lancelqf
  • Twitter: lancelan3

Publication

  • Qingfeng Lan, Samuele Tosatto, Homayoon Farrahi, Rupam A. Mahmood. Model-free Policy Learning with Reward Gradients. arXiv preprint arXiv:2103.05147, 2021. [paper] [code]

  • Qingfeng Lan, Luke Kumar, Martha White, Alona Fyshe. Predictive Representation Learning for Language Modeling. arXiv preprint arXiv:2105.14214, 2021. [paper] [code coming soon]

  • Qingfeng Lan, Yangchen Pan, Alona Fyshe, Martha White. Maxmin Q-learning: Controlling the Estimation Bias of Q-learning. ICLR, 2020. (Poster) [paper] [code][video]

  • Zichen Zhang, Qingfeng Lan, Lei Ding, Yue Wang, Negar Hassanpour, Russell Greiner. Reducing Selection Bias in Counterfactual Reasoning for Individual Treatment Effects Estimation. NeurIPS Workshop on Causal Machine Learning, 2019. (Poster Spotlight) [paper]

  • Zhou Yang, Qingfeng Lan, Jiafeng Guo, Yixing Fan, Xiaofei Zhu, Yanyan Lan and Yue Wang, Xueqi Cheng: A Deep Top-K Relevance Matching Model for Ad-hoc Retrieval. CCIR, 2018. (Best Paper Award Candidate). [paper] [code]

Open-Source Code

  • Explorer: a reinforcement learning frame based on Pytorch for exploring new research ideas.
  • Gym Games: a gym compatible version of various games for reinforcement learning.

Education

  • University of Alberta, Sep 2020-Present

    • Doctor of Philosophy in Computing Science
    • Supervisor: Rupam Mahmood
  • University of Alberta, Sep 2018-Aug 2020

    • Master of Science (Thesis-based) in Computing Science
    • Supervisor: Alona Fyshe
  • University of Chinese Academy of Sciences, Sep 2014-July 2018

    • Bachelor of Engineering, major in Computer Science and Technology, minor in Physics
    • Supervisor: Yanyan Lan; Tutor: Guojie Li
  • St Edmund Hall, University of Oxford, Oct 2017-Mar 2018