Multiagent Systems
Introduction
Multiagent Systems: Algorithmic, Game-theoretic, and Logical Foundations by Yoav Shoham and Kevin Leyton-Brown and Cognition and Multi-agent Interaction: From Cognitive Modeling to Social Simulation edited by Ron Sun.
Computational Sociology
Prediction and Explanation in Social Systems by Jake M. Hofman, Amit Sharma and Duncan J. Watts, Social Prediction: A New Research Paradigm based on Machine Learning by Yunsong Chen, Xiaogang Wu, Anning Hu, Guangye He and Guodong Ju, Causal and Predictive Modeling in Computational Social Science by Uwe Engel, The History of Agent-based Modeling in the Social Sciences by Carl O. Retzlaff, Martina Ziefle and André C. Valdez and Using Agent-based Models for Prediction in Complex and Wicked Systems by J. Gareth Polhill, Matthew Hare, Tom Bauermann, David Anzola, Erika Palmer, Doug Salt and Patrycja Antosz.
Validation and Calibration
Techniques for Analysis and Calibration of Multi-agent Simulations by Manuel Fehler, Franziska Klügl and Frank Puppe, Validating and Calibrating Agent-based Models: A Case Study by Carlo Bianchi, Pasquale Cirillo, Mauro Gallegati and Pietro A. Vagliasindi and A Comparison of Economic Agent-based Model Calibration Methods by Donovan Platt.
Forecasting
AgentFormer: Agent-aware Transformers for Socio-temporal Multi-agent Forecasting by Ye Yuan, Xinshuo Weng, Yanglan Ou and Kris M. Kitani and Online Multi-agent Forecasting with Interpretable Collaborative Graph Neural Networks by Maosen Li, Siheng Chen, Yanning Shen, Genjia Liu, Ivor W. Tsang and Ya Zhang.
Narrative
The Function of Fiction is the Abstraction and Simulation of Social Experience by Raymond A. Mar and Keith Oatley, Fiction: Simulation of Social Worlds by Keith Oatley, Character Focused Narrative Models for Computational Storytelling by Leonid Berov, A Hybrid of Plot-based and Character-based Interactive Storytelling by Yundong Cai, Chunyan Miao, Ah-Hwee Tan and Zhiqi Shen and Story Comprehension for Predicting What Happens Next by Snigdha Chaturvedi, Haoruo Peng and Dan Roth.