个人简介
教育经历
2004~2008,复旦大学,计算机科学与技术系,本科
2008~2013,新加坡国立大学,计算机科学系,博士
工作经历
2013~2015,洛桑联邦理工学院,计算机与通信科学学院,博士后研究员
2016~2018,新加坡国立大学,计算机学院,博士后研究员
2018~2023,华东师范大学,数据科学与工程学院,副研究员
2023~至今,华东师范大学,数据科学与工程学院,副教授
荣誉及奖励
2023.5,国家级教学成果奖,二等奖,教育部
2022.9,上海市优秀教学成果,一等奖,上海市教委
2022.8,优秀指导教师奖,华东师范大学
2020.7,国家级新工科研究与实践项目,优秀,教育部
研究领域
数据驱动的计算教育学,包括大规模可扩展在线教学平台研发、基于自然语言处理和程序语言处理的智慧教育研究等。
1)大规模可扩展教学平台:研发支撑大规模、全链路在线学习的新型教学平台,以及提高平台可扩展性和满足教学环境定制化的关键技术
2)智慧教育支撑工具:研发能够促进自主学习的智慧教育支撑工具,提高教学过程的智能化程度,探索实现规模化、自适应教学的关键技术
3)自动化学习反馈与评价:研究学习反馈与评价的自动化生成方法,探索通过即时反馈提高学生学习效率、利用多维数据实现过程性评价的关键技术
近期论文
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Siqi Han, Yu Wang, and Xuesong Lu*. ErrorCLR: Semantic Error Classification, Localization and Repair for Introductory Programming Assignments. In 46th International ACM SIGIR conference on research and development in information retrieval: SIGIR 2023.
Hang Su, Xin Liu, Shanghui Yang, and Xuesong Lu*. Deep knowledge tracing with learning curves. Frontiers in Psychology 14 (2023).
王宇, 朱梦霞, 杨尚辉, 陆雪松*, and 周傲英. 深度知识追踪模型综述和性能比较. 软件学报, 2023, 34(3).
Siqi Han, Wanting Li, En Zhang, Wei Wang, and Xuesong Lu*. MLadder: An Online Training System for Machine Learning and Data Science Education. In 31st ACM International Conference on Information & Knowledge Management: CIKM 2022. (水杉天梯: https://mladder.shuishan.net.cn/)
Dongxia Wang, En Zhang, and Xuesong Lu*. Automatic Grading of Student Code with Similarity Measurement. In Joint European Conference on Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2022.
Nuo Chen, Qiushi Sun, Renyu Zhu, Xiang Li, Xuesong Lu and Ming Gao. CAT-probing: A Metric-based Approach to Interpret How Pre-trained Models for Programming Language Attend Code Structure. In Findings of the Association for Computational Linguistics: EMNLP 2022.
Yu Wang, Yu Dong, Xuesong Lu*, and Aoying Zhou. GypSum: Learning Hybrid Representations for Code Summarization. In 30th International Conference on Program Comprehension: ICPC 2022.
Xuhang Xie, Xuesong Lu*, and Bei Chen. Multi-task Learning for Paraphrase Generation With Keyword and Part-of-Speech Reconstruction. In Findings of the Association for Computational Linguistics: ACL 2022.
Mengxia Zhu, Siqi Han, Peisen Yuan, and Xuesong Lu*. Enhancing Programming Knowledge Tracing by Interacting Programming Skills and Student Code. In 12th International Learning Analytics and Knowledge Conference: LAK 2022. (Best Research Short Paper Nomination)
Wei Wang, Xuesong Lu*, Bo Huang et al. Shuishan Online: Constructing and Teaching with A Data-driven Learning Platform. In 2021 IEEE International Conference on Engineering, Technology & Education: TALE 2021. (水杉在线: https://www.shuishan.net.cn/)
Yilian Xin, Dezhuang Miao, Mengxia Zhu, Cheqing Jin, and Xuesong Lu*. InterNet: Multistep Traffic Forecasting by Interacting Spatial and Temporal Features. In Proceedings of the 29th ACM International Conference on Information & Knowledge Management: CIKM 2020.
Yu Dong, Jingyang Hou, and Xuesong Lu*. An Intelligent Online Judge System for Programming Training. In Database Systems for Advanced Applications: DASFAA 2020.
Dezhuang Miao, Yu Dong and Xuesong Lu*. PIPE: Predicting Logical Programming Errors in Programming Exercises. In Proceedings of The 13th International Conference on Educational Data Mining: EDM 2020.