视频简介

教育经历

  • 2015.10-2019.10 英国剑桥大学计算机科学系 博士 (导师:Cecilia Mascolo教授)
  • 2014.10-2015.9 英国剑桥大学土地经济系 副博士
  • 2009.9-2014.7 哈尔滨工业大学建筑学院城市规划系 工学学士

工作经历

  • 2021.3-至今 中国人民大学高瓴人工智能学院 助理教授
  • 2021.11-2022.4 微软亚洲研究院, 社会计算组 铸星计划访问学者 (合作导师:谢幸首席研究员)
  • 2020.2-2021.2 美国麻省理工学院 博士后研究员 (导师:Carlo Ratti教授)

研究方向

时空数据挖掘、城市计算、移动感知、推荐系统、社交网络及大模型相关应用

学生要求

课题组现有10余名在读博士和硕士研究生,致力于设计并运用人工智能算法,推动更高效、可持续、智慧的城市与社会发展。期待与我们研究兴趣相投的同学,联系并加入我们的团队!

教授课程

  • 新文科人工智能导论(通识核心课)、智慧城市、人工智能概论

科研项目

  • 近五年主持或参加的国家自然科学基金项目:
  • (1) 国家自然科学基金委员会, 青年科学基金项目, 62106274, 基于多模态学习的阿尔茨海默病早期预判与干预研究, 2022-01-01 至 2024-12-31, 主持
  • (2) 国家自然科学基金委员会, 联合基金项目, U2241212, 面向图学习的分布式原生图存储与计算方法研究, 2023-01-01 至 2026-12-31, 参与
  • 近五年主持或参加的其他科研项目:
  • (1) OPPO广东移动通信有限公司, 基于大模型的智慧健康管理助手与问答系统, 2023-12 至 2024-12, 主持
  • (2) 中国联通, 游戏推荐系统, 2021-08 至 2022-03, 主持
  • (3) 美国麻省理工学院, MIT 科研项目, The Effect of Policies and Human Mobility on the COVID-19 Epidemic, 2020-09 至 2021-01, 主持
  • (4) 美国麻省理工学院, MIT科研项目, The Changes in Physical Place and Digital Communication during the COVID Period, 2020-09 至 2021-01, 参与

学术论文

2024
CGAP: Urban Region Representation Learning with Coarsened Graph Attention Pooling
Zhu Xu, Xiao Zhou*.
In Proceedings of the 33rd International Joint Conference on Artificial Intelligence (IJCAI 2024)

MuseCL: Predicting Urban Socioeconomic Indicators via Multi-Semantic Contrastive Learning
Xixian Yong, Xiao Zhou*.
In Proceedings of the 33rd International Joint Conference on Artificial Intelligence (IJCAI 2024)

Tail-STEAK: Improve Friend Recommendation for Tail Users via Self-Training Enhanced Knowledge Distillation
Yijun Ma, Chaozhuo Li, Xiao Zhou*.
In Proceedings of the 38th Annual AAAI Conference on Artificial Intelligence (AAAI 2024).
链接: 链接

Ada-Retrieval: An Adaptive Multi-Round Retrieval Paradigm for Sequential Recommendations
Lei Li, Jianxun Lian, Xiao Zhou*, Xing Xie.
In Proceedings of the 38th Annual AAAI Conference on Artificial Intelligence (AAAI 2024).
链接: 链接

Causally Aware Generative Adversarial Networks for Light Pollution Control
Yuyao Zhang, Ke Guo, Xiao Zhou*.
In Proceedings of the 38th Annual AAAI Conference on Artificial Intelligence (AAAI 2024).
链接: 链接

2023
M2EU: Meta Learning for Cold-start Recommendation via Enhancing User Preference Estimation.
Zhenchao Wu, Xiao Zhou*.
In Proceedings of 46th ACM SIGIR Conference on Research and Development in Information Retrieval. SIGIR 2023
链接: 链接

Reconstructing Human Activities via Coupling Mobile Phone Data with Location-based Social Networks
Le Huang, Fan Xia, Hui Chen, Bowen Hu, Xiao Zhou, Chunxiao Li, Yaohui Jin, Yanyan Xu.
Travel Behaviour and Society
链接: 链接

Phase-wise Evaluation and Optimization of Non-pharmaceutical Interventions to Contain the COVID-19 Pandemic in the US
Xiao Zhou, Xiaohu Zhang, Paolo Santi, Carlo Ratti.
Frontiers in Public Health
链接: 链接

2022
Personalized Query Suggestion with Searching Dynamic Flow for Online Recruitment
Zile Zhou#, Xiao Zhou#, Mingzhe Li, Yang Song, Tao Zhang, Rui Yan.
In Proceedings of 31st ACM International Conference on Information & Knowledge Management (CIKM 2022).
链接: 链接

2019
Topic-Enhanced Memory Networks for Personalised Point-of-Interest Recommendation
Xiao Zhou, Cecilia Mascolo, Zhongxiang Zhao.
In Proceedings of ACM Int. Conference on Knowledge Discovery and Data (KDD 2019).

Collaborative Metric Learning with Memory Network for Multi-Relational Recommender Systems
Xiao Zhou, Danyang Liu, Jianxun Lian, Xing Xie.
In Proceedings of 28th International Joint Conference on Artificial Intelligence (IJCAI 2019).

2018
Predicting the Spatio-Temporal Evolution of Chronic Diseases in Population with Human Mobility Data
Yingzi Wang, Xiao Zhou, Anastasios Noulas, Cecilia Mascolo, Xing Xie, Enhong Chen.
In Proceedings of 27th International Joint Conference on Artificial Intelligence and the 23rd European Conference on Artificial Intelligence (IJCAI 2018).

Discovering Latent Patterns of Urban Cultural Interactions in WeChat for Modern City Planning
Xiao Zhou, Anastasios Noulas, Cecilia Mascolo, Zhongxiang Zhao.
In Proceedings of ACM Int. Conference on Knowledge Discovery and Data (KDD 2018).

2017
Detecting Socio-Economic Impact of Cultural Investment through Geo-Social Network Analysis
Xiao Zhou, DesislavaHristova, Anastasios Noulas, Cecilia Mascolo.
In Proceedings of 11th International AAAI Conference on Web and Social Media (ICWSM 2017).

Cultural Investment and Urban Socio-Economic Development: A Geo-Social Network Approach
Xiao Zhou, DesislavaHristova, Anastasios Noulas, Cecilia Mascolo, Max Sklar.
Royal Society open science4.9 (2017): 170413.

2016
Evaluating the Impact of the 2012 Olympic Games Policy on the Regeneration of East London Using Spatio-Temporal Big Data
Xiao Zhou, DesislavaHristova, Anastasios Noulas, Cecilia Mascolo.
In Proceedings ofInternational Conference on Frontiers of Data Science for Government: Ideas, Practices, and Projections (Data for Policy 2016).

2014
Conservation and Utilisation of Revolutionary Sites Based on Fuzzy Comprehensive Evaluation Analysis
Xiao Zhou, Shuyuan Li, Huiwen He, Ming Lu.
(in Chinese). In Proceedings of Annual National Planning Conference 2014. September2014.

社会兼职

  • 担任CCF普适计算专业委员会执行委员;
  • PAKDD 2024 Senior PC;
  • 任多个学术会议和期刊的程序委员会委员和审稿人(Nature Communications, WWW, TKDE, KDD,AAAI,IJCAI, RecSys, TIST, DSAA)。

contact

电话:--

邮箱:xiaozhou@ruc.edu.cn

个人网页:https://xiaozhoucam.github.io/

办公地址:--