Yupeng Hou 侯宇蓬


houyupeng AT ruc.edu.cn

[Google Scholar] [GitHub] [Twitter] [Zhihu]

I am currently a second year graduate student from Gaoling School of Artificial Intelligence, Renmin University of China.

I'm fortunate to be advised by Prof. Wayne Xin Zhao, who runs the AI Box Lab. My major research interest lies on Graph Machine Learning and Recommender System.

Open Source Project

GitHub Repo stars GitHub watchers GitHub forks
RecBole-GNN is part of RecBole 2.0 now!

Publication

† denotes equal contribution
Preprint
  • ID-Agnostic User Behavior Pre-training for Sequential Recommendation.

    Shanlei Mu, Yupeng Hou, Wayne Xin Zhao, Yaliang Li, Bolin Ding.

    [paper] [bib]


    @article{mu2022ida,
      title={ID-Agnostic User Behavior Pre-training for Sequential Recommendation},
      author={Shanlei Mu and Yupeng Hou and Wayne Xin Zhao and Yaliang Li and Bolin Ding},
      journal={arXiv preprint arXiv:2206.02323},
      year={2022}
    }
                        

2022
  • RecBole 2.0: Towards a More Up-to-Date Recommendation Library.

    Wayne Xin Zhao, Yupeng Hou†, Xingyu Pan†, Chen Yang, Zeyu Zhang, Zihan Lin, Jingsen Zhang, Shuqing Bian, Jiakai Tang, Wenqi Sun, Yushuo Chen, Lanling Xu, Gaowei Zhang, Zhen Tian, Changxin Tian, Shanlei Mu, Xinyan Fan, Xu Chen, Ji-Rong Wen.

    CIKM 2022, Resource Track. [paper] [GitHub] [bib]


    @inproceedings{zhao2022recbole2,
      title={RecBole 2.0: Towards a More Up-to-Date Recommendation Library},
      author={Wayne Xin Zhao and Yupeng Hou and Xingyu Pan and Chen Yang and Zeyu Zhang and Zihan Lin and Jingsen Zhang and Shuqing Bian and Jiakai Tang and Wenqi Sun and Yushuo Chen and Lanling Xu and Gaowei Zhang and Zhen Tian and Changxin Tian and Shanlei Mu and Xinyan Fan and Xu Chen and Ji-Rong Wen},
      booktitle={{CIKM}},
      year={2022}
    }
                        

  • Modeling Two-Way Selection Preference for Person-Job Fit.

    Chen Yang, Yupeng Hou, Yang Song, Tao Zhang, Ji-Rong Wen, Wayne Xin Zhao.

    RecSys 2022. [bib]


    @inproceedings{yang2022dpgnn,
      author = {Chen Yang and Yupeng Hou and Yang Song and Tao Zhang and Ji-Rong Wen and Wayne Xin Zhao},
      title = {Modeling Two-Way Selection Preference for Person-Job Fit},
      booktitle = {{RecSys}},
      year = {2022}
    }
                        

  • Towards Universal Sequence Representation Learning for Recommender Systems.

    Yupeng Hou†, Shanlei Mu†, Wayne Xin Zhao, Yaliang Li, Bolin Ding, Ji-Rong Wen.

    KDD 2022. [paper] [code] [slides] [bib]


    @inproceedings{hou2022unisrec,
      author = {Yupeng Hou and Shanlei Mu and Wayne Xin Zhao and Yaliang Li and Bolin Ding and Ji-Rong Wen},
      title = {Towards Universal Sequence Representation Learning for Recommender Systems},
      booktitle = {{KDD}},
      year = {2022}
    }
                        

  • CORE: Simple and Effective Session-based Recommendation within Consistent Representation Space.

    Yupeng Hou, Binbin Hu, Zhiqiang Zhang, Wayne Xin Zhao.

    SIGIR 2022, Short Paper. [paper] [code] [poster] [slides] [bib]


    @inproceedings{hou2022core,
      author = {Yupeng Hou and Binbin Hu and Zhiqiang Zhang and Wayne Xin Zhao},
      title = {CORE: Simple and Effective Session-based Recommendation within Consistent Representation Space},
      booktitle = {{SIGIR}},
      year = {2022}
    }
                        

  • Leveraging Search History for Improving Person-Job Fit.

    Yupeng Hou, Xingyu Pan, Wayne Xin Zhao, Shuqing Bian, Yang Song, Tao Zhang, Ji-Rong Wen.

    DASFAA 2022. [paper] [code] [slides] [bib]


    @inproceedings{hou2022shpjf,
      author = {Yupeng Hou and Xingyu Pan and Wayne Xin Zhao and Shuqing Bian and Yang Song and Tao Zhang and Ji-Rong Wen},
      title = {Leveraging Search History for Improving Person-Job Fit},
      booktitle = {{DASFAA}},
      year = {2022}
    }
                        

  • Improving Graph Collaborative Filtering with Neighborhood-enriched Contrastive Learning.

    Zihan Lin†, Changxin Tian†, Yupeng Hou†, Wayne Xin Zhao.

    TheWebConf 2022. [paper] [code] [bib]


    @inproceedings{lin2022ncl,
      author={Zihan Lin and Changxin Tian and Yupeng Hou and Wayne Xin Zhao},
      title={Improving Graph Collaborative Filtering with Neighborhood-enriched Contrastive Learning},
      booktitle={{TheWebConf}},
      year={2022},
    }
                        

  • Neural Graph Matching for Pre-training Graph Neural Networks.

    Yupeng Hou, Binbin Hu, Wayne Xin Zhao, Zhiqiang Zhang, Jun Zhou, Ji-Rong Wen.

    SDM 2022. [paper] [appendix] [code] [slides] [bib]


    @inproceedings{hou2022gmpt,
      author = {Yupeng Hou and Binbin Hu and Wayne Xin Zhao and Zhiqiang Zhang and Jun Zhou and Ji-Rong Wen},
      title = {Neural Graph Matching for Pre-training Graph Neural Networks},
      booktitle = {{SDM}},
      year = {2022}
    }
                        

2021
  • RecBole: Towards a Unified, Comprehensive and Efficient Framework for Recommendation Algorithms.

    Wayne Xin Zhao, Shanlei Mu†, Yupeng Hou†, Zihan Lin, Kaiyuan Li, Yushuo Chen, Yujie Lu, Hui Wang, Changxin Tian, Xingyu Pan, Yingqian Min, Zhichao Feng, Xinyan Fan, Xu Chen, Pengfei Wang, Wendi Ji, Yaliang Li, Xiaoling Wang, Ji-Rong Wen.

    CIKM 2021, Resource Track. [paper] [website] [GitHub] [datasets] [bib]


    @inproceedings{zhao2021recbole,
      author = {Zhao, Wayne Xin and Mu, Shanlei and Hou, Yupeng and Lin, Zihan and Chen, Yushuo and Pan, Xingyu and Li, Kaiyuan and Lu, Yujie and Wang, Hui and Tian, Changxin and Min, Yingqian and Feng, Zhichao and Fan, Xinyan and Chen, Xu and Wang, Pengfei and Ji, Wendi and Li, Yaliang and Wang, Xiaoling and Wen, Ji-Rong},
      title = {RecBole: Towards a Unified, Comprehensive and Efficient Framework for Recommendation Algorithms},
      year = {2021},
      booktitle = {{CIKM}},
    }
                        

2020
  • Learning to Match Jobs with Resumes from Sparse Interaction Data using Multi-View Co-Teaching Network.

    Shuqing Bian, Xu Chen, Wayne Xin Zhao, Kun Zhou, Yupeng Hou, Yang Song, Tao Zhang, Ji-Rong Wen.

    CIKM 2020. [pdf] [bib]


    @inproceedings{bian2020learning,
      title={Learning to Match Jobs with Resumes from Sparse Interaction Data using Multi-View Co-Teaching Network},
      author={Bian, Shuqing and Chen, Xu and Zhao, Wayne Xin and Zhou, Kun and Hou, Yupeng and Song, Yang and Zhang, Tao and Wen, Ji-Rong},
      booktitle={{CIKM}},
      year={2020}
    }
                        

  • Learning Semantic Representations from Directed Social Links to Tag Microblog Users at Scale.

    Wayne Xin Zhao, Yupeng Hou†, Junhua Chen†, Jonathan Zhu, Jing Yin, Hanting Su, Ji-Rong Wen.

    TOIS 2020. [pdf] [dataset] [bib]


    @article{zhao2020learning,
      author = {Zhao, Wayne Xin and Hou, Yupeng and Chen, Junhua and Zhu, Jonathan J. H. and Yin, Eddy Jing and Su, Hanting and Wen, Ji-Rong},
      title = {Learning Semantic Representations from Directed Social Links to Tag Microblog Users at Scale},
      year = {2020},
      journal = {ACM Trans. Inf. Syst.},
    }
                        

Talk

  • Improving Recommendation via Contrastive Learning, 2022.04, BDAI Seminar, Renmin Univ. of China. [slides]

Education

Experience

  • Visiting Graduate Student, UC San Diego

    06/2022 - present, With Prof. Julian McAuley and Zhankui He.

  • Research Intern, DAMO Academy, Alibaba

    11/2021 - 06/2022, Data Analytics and Intelligence Lab, with Dr. Yaliang Li.

  • Research Intern, Ant Group

    03/2021 - 09/2021, GraphML, with Binbin Hu.

  • Research Intern, Boss Zhipin

    09/2019 - 03/2021, NLP Center, with Zekai Wang and Dr. Yang Song.

  • Teaching Assistant, Renmin Univ. of China
    • 2020, 2021 Summer, Programming Training, with Wayne Xin Zhao.
      [Project Page 2020] [Search Demo for 2021] [IR Evaluator for 2021]
    • 2018-2019 Fall, Introduction to Computer system, with Yunpeng Chai.
    • 2018 Summer, Programming Training, with Feng Zhang.
    • 2017-2018 Fall, Advanced Programming, with Wayne Xin Zhao.

Service

  • Journal Reviewer: TOIS, TALLIP.
  • PC Member: WSDM 2022, KDD 2022, ECML-PKDD 2022, LoG 2022.
  • External Reviewer: KDD 2021-2022.

Award

  • Star of the Graduates (10 of the graduates), Renmin Univ. of China, 2020.
  • Outstanding Graduate, Beijing, 2020.
  • Silver Medal, The ICPC Asia-East Continent Final, Xi'an Site, 2018.
  • Silver Medal, CCF Collegiate Computer Systems & Programming contest, 2018.
  • Xin Shan Scholarship (top 8%), Renmin Univ. of China, 2018.

Misc

  • Blogs (in CN) [link]
  • Patents (in CN) [link]
  • I am passionate about algorithmic competition (E.g ACM-ICPC etc.) and have contributed algorithm problems to NOIP, CSP-J/S for several years. Click [here] to check out all the problems I have contributed.
  • Falling in love with Guanyue for days.  ❤️



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