社交模拟仿真

小组介绍

社交模拟仿真小组围绕社交仿真模拟开展研究,致力于构建可解释、可调控的社会系统计算模型,以刻画复杂社会环境中个体行为与群体演化过程。我们的工作以智能体建模为核心,融合心理学、社会计算与大语言模型等方法,模拟个体在信息传播、观点形成与互动决策中的动态变化。研究重点包括:如何刻画个体的认知与心理状态,如何在仿真中体现社会影响、规范约束与情境因素,以及如何通过可视化与交互手段支持对仿真结果的分析与干预。通过构建高可控、可解释的社交仿真框架,我们希望为舆情分析、信息传播机制研究与社会干预策略评估提供实验平台与方法支持。

相关发表
  • Interactive Visual Analytics for Reward Function Setting of Reinforcement Learning: A Case Study of Soccer Games.
    Yihang Hu, Weixuan Song, Xingui Lai, Jie Li, Siming Chen*.
    VINCI (Honorable mention of best paper award) 2024: 26:1.
  • SoMeLVLM: A Large Vision Language Model for Social Media Processing.
    Xinnong Zhang, Haoyu Kuang, Xinyi Mou, Hanjia Lyu, Kun Wu, Siming Chen, Jiebo Luo, Xuanjing Huang, Zhongyu Wei.
    ACL (Findings) 2024: 2366-2389.
  • Electionsim: Massive population election simulation powered by large language model driven agents.
    Xinnong Zhang, Jiayu Lin, Libo Sun, Weihong Qi, Yihang Yang, Yue Chen, Hanjia Lyu, Xinyi Mou, Siming Chen, Jiebo Luo, Xuanjing Huang, Shiping Tang, Zhongyu Wei.
    arXiv preprint arXiv: 2410.20746, 2024.
  • ContextWing: Pair-wise Visual Comparison for Evolving Sequential Patterns of Contexts in Social Media Data Streams.
    Yuheng Zhao, Xinyu Wang, Chen Guo, Min Lu, Siming Chen*.
    The 25th ACM Conference On Computer-Supported Cooperative Work And Social Computing (CSCW'23), Accepted, 2023.
  • TopicBubbler: An interactive visual analytics system for cross-level fine-grained exploration of social media data.
    Jielin Feng, Kehao Wu, Siming Chen*.
    Visual Informatics, Accepted, 2023.
  • Co-Bridges: Pair-wise Visual Connection and Comparison for Multi-item Data Streams.
    Siming Chen, Natalia Andrienko, Gennady Andrienko, Jie Li, Xiaoru Yuan.
    IEEE Transactions on Visualization and Computer Graphics (VAST'20), 27(2): 1612-1622, 2021.
    | Paper | pdf (3.9MB) | Video | mp4 (26.9MB)
  • R-Map: A Map Metaphor for Visualizing Information Reposting Process in Social Media.
    Shuai Chen, Sihang Li, Siming Chen, Xiaoru Yuan.
    IEEE Transactions on Visualization and Computer Graphics (VAST'19), 26(1): 1204-1214, 2020.
    | Paper | pdf (2.1MB) | Video | mp4 (35.7MB) | Slides | pptx (53.3MB)
  • D-Map+: Interactive Visual Analysis and Exploration of Ego-centric and Event-centric Information Diffusion Patterns in Social Media.
    Siming Chen, Shuai Chen, Zhenhuang Wang, Jie Liang, Yadong Wu, Xiaoru Yuan.
    ACM Transactions on Intelligent Systems and Technology (TIST), 10(1): 11:1 - 11:26, 2018.
    | Paper | pdf (1.3M)
  • E-Map: A Visual Analytics Approach for Exploring Significant Event Evolutions in Social Media.
    Siming Chen, Shuai Chen, Lijing Lin, Xiaoru Yuan, Jie Liang, Xiaolong (Luke) Zhang.
    in Proceedings of IEEE Symposium on Visual Analytics Science and Technology (VAST'17), Pages 36 - 47, Phoenix, USA, Oct.1-6, 2017.
    | Paper | pdf (10.2MB) | Video | mp4 (23.4MB) | Slides | pptx (38MB)
  • Social Media Visual Analytics.
    Siming Chen, Lijing Lin, Xiaoru Yuan.
    Computer Graphics Forum (EuroVis State-of-the-Art Report'17), 36(3): 563-587, 2017.
    | Paper | pdf (24.6M) | Slides | pptx (80.1M)
  • D-Map: Visual Analysis of Ego-centric Information Diffusion Patterns in Social Media.
    Siming Chen, Shuai Chen, Zhenhuang Wang, Jie Liang, Xiaoru Yuan, Nan Cao, Yadong Wu.
    in Proceedings of IEEE Symposium on Visual Analytics Science and Technology (VAST'16), pages 41-50, Baltimore, USA, Oct. 23-28, 2016.
    | Paper | pdf (18MB) | Video | mp4 (16MB) | Slides | pptx (54.6MB)