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Jingwei Xu

  • Assistant Researcher
  • Institute of Computer Software, Nanjing University
  • Room 919, Computer Science and Technology Building
  • jingweix (at) nju dot edu dot cn

Research Interests

  • DevOps for Intelligent Software

Publications

  • Zenan Li, Zehua Liu, Yuan Yao, Jingwei Xu, Taolue Chen, Xiaoxing Ma, L Jian, and others, “Learning with Logical Constraints but without Shortcut Satisfaction”, in The Eleventh International Conference on Learning Representations (ICLR) , 2023.
  • Shengbin Xu, Yuan Yao, Feng Xu, Tianxiao Gu, Jingwei Xu, and Xiaoxing Ma, “Data Quality Matters: A Case Study of Obsolete Comment Detection”, in The 45th ACM/IEEE International Conference on Software Engineering (ICSE) , 2023.
  • Zenan Li, Maorun Zhang, Jingwei Xu, Yuan Yao, Chun Cao, Taolue Chen, Xiaoxing Ma, and Jian Lü, “Lightweight Approaches to DNN Regression Error Reduction: An Uncertainty Alignment Perspective”, in The 45th ACM/IEEE International Conference on Software Engineering (ICSE) , 2023.
  • Zenan Li, Yuan Yao, Taolue Chen, Jingwei Xu, Chun Cao, Xiaoxing Ma, L Jian, and others, “Softened Symbol Grounding for Neuro-symbolic Systems”, in The Eleventh International Conference on Learning Representations (ICLR) , 2023.
  • Jian Xie, Jingwei Xu, Guochang Wang, Yuan Yao, Zenan Li, Chun Cao, and Hanghang Tong, “A Deep Learning Dataloader with Shared Data Preparation”, in Advances in Neural Information Processing Systems , 35, 17146–17156, 2022.
  • Shengwei An, Guanhong Tao, Qiuling Xu, Yingqi Liu, Guangyu Shen, Yuan Yao, Jingwei Xu, and Xiangyu Zhang, “Mirror: Model inversion for deep learning network with high fidelity”, in Proceedings of the 29th Network and Distributed System Security Symposium , 2022.
  • Sen Wang, Zhuheng Sheng, Jingwei Xu, Taolue Chen, Junjun Zhu, Shuhui Zhang, Yuan Yao, and Xiaoxing Ma, “ADEPT: A Testing Platform for Simulated Autonomous Driving”, in Proceedings of the 37th IEEE/ACM International Conference on Automated Software Engineering , 2022.
  • YueHuan Wang, Zenan Li, Jingwei Xu, Ping Yu, Taolue Chen, and Xiaoxing Ma, “基于鲁棒性预测的深度神经网络质量保障”, 计算机科学技术学报 , 35(5), 999–1015, 2020.
  • Zenan Li, Xiaoxing Ma, Chang Xu, Jingwei Xu, Chun Cao, and Jian Lu, “Operational Calibration: Debugging Confidence Errors for DNNs in the Field”, in Proceedings of The 28th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (ESEC/FSE 2020) , 2020.
  • Huiyan Wang, Jingwei Xu, Chang Xu, Xiaoxing Ma, and Jian Lu, “DISSECTOR: Input Validation for Deep Learning Applications by Crossing-layer Dissection”, in Proceedings of the 42nd ACM/IEEE International Conference on Software Engineering (ICSE) , 2020.
  • Yuehuan Wang, Zenan Li, Jingwei Xu, Ping Yu, and Xiaoxing Ma, “Fast Robustness Prediction for Deep Neural Network”, in Proceedings of the 11th Asia-Pacific Symposium on Internetware , 11:1--11:10, 2019.
  • Zenan Li, Xiaoxing Ma, Chang Xu, Chun Cao, Jingwei Xu, and Jian Lu, “Boosting Operational DNN Testing Efficiency through Conditioning”, in Proceedings of The 27th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (ESEC/FSE 2019) , 2019.
  • Jingwei Xu, Yuan Yao, Hanghang Tong, Xianping Tao, and Jian Lu, “HoORaYs: High-order Optimization of Rating Distance for Recommender Systems”, in Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining , 525–534, 2017.
  • Jingwei Xu, Yuan Yao, Hanghang Tong, Xianping Tao, and Jian Lu, “RaPare: A Generic Strategy for Cold-Start Rating Prediction Problem”, IEEE Transactions on Knowledge and Data Engineering , 1–14, 2016.
  • Jingwei Xu, Yuan Yao, Hanghang Tong, Xianping Tao, and Jian Lu, “Ice-Breaking: Mitigating Cold-Start Recommendation Problem by Rating Comparison”, in Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, IJCAI 2015, Buenos Aires, Argentina, July 25-31, 2015 , 3981–3987, 2015.
  • Haibo Ye, Tao Gu, Xiaorui Zhu, Jingwei Xu, Xianping Tao, Jian Lu, and Ning Jin, “FTrack: Infrastructure-free floor localization via mobile phone sensing”, in 2012 IEEE International Conference on Pervasive Computing and Communications, Lugano, Switzerland, March 19-23, 2012 , 2–10, 2012.

Students

I'm co-supervising students with Prof. Chang Xu, Prof. Xiaoxing Ma, and Prof. Chun Cao.

  • PhD: Zenan Li 李泽南 (2020), Guochang Wang 王国畅 (2019), Jiayi Wang 王加益 (2021).
  • Master: Zihan Zeng 曾子涵 (2020), Maorun Zhang 张茂润 (2020), Sen Wang 王森 (2020), Sen Wang 盛朱恒 (2020), Jian Xie 谢健 (2020), Zihan Cui 崔子寒 (2020), Junjun Zhu 朱俊俊 (2022), Yunpeng Huang 黄云鹏 (2022), Hanyue Du 杜瀚越 (2022).
  • Alumni

Teaching

  • 2023 (Spring) Introduction to Algorithm Design and Analysis Videos
  • 2022 (Autumn) iOS Deveploment for Intelligent Applications Videos
  • 2022 (Spring) Introduction to Algorithm Design and Analysis Videos
  • 2021 (Autumn) iOS Deveploment for Intelligent Applications
  • 2021 (Spring) Introduction to Algorithm Design and Analysis
  • 2020 (Spring) Introduction to Algorithm Design and Analysis
  • 2019 (Spring) Introduction to Algorithm Design and Analysis
  • 2018 (Spring) Introduction to Algorithm Design and Analysis

Awards

  • KDD2017 Student Travel Awards

Services

  • PC Member: WWW (2019-2023), NeurIPS (2022,2023), ICML 2022, SIGIR (2020, 2022), AAAI (2018, 2022), MM(2022,2023), CIKM 2017, PAKDD (2018, 2019), SIGIR (2021, 2022), KDD (2021-2023)

Projects

  • [WSNs based Human Activity Recognition System]
    • A real-time AR system that built in Department of Computer Science & Technology, Nanjing University.

Resources

  • The proof that the derivative of Eq. (12) is Lipschitz continuous in our TKDE submission.
  • Another implimentation for our KDD paper.

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