Publications

Selected Publications

Thanks to all the collaborators I’ve worked with. ☺

  1. Li, Q., Xia, W., Yin, L. A., Jin, J., & Yu, Y. (2024, August). Privileged Knowledge State Distillation for Reinforcement Learning-based Educational Path Recommendation. In Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (pp. 1621-1630).
  2. Liu, Y., Xia, W.*, Liu, W., Zhu, M., Zhang, W., Tang, R., & Yu, Y. (2024, May). HiFI: Hierarchical Fairness-aware Integrated Ranking with Constrained Reinforcement Learning. In Companion Proceedings of the ACM on Web Conference 24(pp. 196-205).
  3. Li, Q., Xia, W., Yin, L. A., Shen, J., Rui, R., Zhang, W., … & Yu, Y. (2023, October). Graph Enhanced Hierarchical Reinforcement Learning for Goal-oriented Learning Path Recommendation. In Proceedings of the 32nd ACM CIKM 23 (pp. 1318-1327).
  4. Wang, H., Long, T., Yin, L., Zhang, W., Xia, W., Hong, Q., … & Yu, Y. (2023, August). GMOCAT: A Graph-Enhanced Multi-Objective Method for Computerized Adaptive Testing. In Proceedings of the 29th ACM SIGKDD 23 (pp. 2279-2289).
  5. Zhu, M., Xia, W.*, Liu, W., Liu, Y., Tang, R., & Zhang, W. (2023, April). Integrated Ranking for News Feed with Reinforcement Learning. In Companion Proceedings of the ACM Web Conference 23 (pp. 480-484).
  6. Chen, X., Shen, J., Xia, W., Jin, J., Song, Y., Zhang, W., … & Yu, Y. (2023, February). Set-to-Sequence Ranking-based Concept-aware Learning Path Recommendation. AAAI 23 (pp. 5027–5035).
  7. Pan, L., Qian, J., Xia, W., Mao, H., Yao, J., Li, P., & Xiao, Z. (2022, November). Optimizing communication in deep reinforcement learning with XingTian. In Proceedings of the 23rd ACM/IFIP International Middleware Conference (pp. 255-268).
  8. Xia, W., Liu, W., Liu, Y., & Tang, R. (2022, October). Balancing Utility and Exposure Fairness for Integrated Ranking with Reinforcement Learning. In Proceedings of the 31st ACM CIKM 2022 (pp. 4590-4594).
  9. He, Z., Xia, W.*, Dong, K., Guo, H., Tang, R., Xia, D., & Zhang, R. (2022, August). Unsupervised learning style classification for learning path generation in online education platforms. In Proceedings of the 28th ACM SIGKDD 22 (pp. 2997-3006).
  10. Long, T., Qin, J., Shen, J., Zhang, W., Xia, W., Tang, R., … & Yu, Y. (2022, February). Improving knowledge tracing with collaborative information. In Proceedings of the fifteenth ACM WSDM 22 (pp. 599-607).
  11. Xia, W., Li, H., & Li, B. (2016, December). A control strategy of autonomous vehicles based on deep reinforcement learning. In 2016 9th International Symposium on Computational Intelligence and Design (ISCID) (Vol. 2, pp. 198-201). IEEE.
  12. 夏伟, 李慧云. 基于深度强化学习的自动驾驶策略学习方法[J]. 集成技术, 2017(3). 于2023年入选《学术精要数据库》近10年的“三高”论文（高PCSI、高引用和高下载，top 1%）