Research graph
References from From rules to reasoning: A systematic review of agent-based and LLM-empowered simulation of public collaboration. Local targets link to admitted publications; unresolved targets remain external evidence.
Collaborative governance in theory and practice
10.1093/jopart/mum032 · 2008 · External reference
Unresolved reference
External reference
10.1145/3706598.3713675
10.1145/3706598.3713675 · External reference
Unresolved reference
1997 · External reference
Can generative AI improve social science?
10.1073/pnas.2314021121 · 2024 · External reference
Unresolved reference
External reference
Natural-language multi-agent simulations of argumentative opinion dynamics
10.18564/jasss.4725 · 2022 · External reference
Modeling alternative collaborative governance network designs: An agent-based model of water governance in the Lake Champlain Basin, Vermont
10.1093/jopart/muaa013 · 2020 · External reference
Designing and implementing cross-sector collaborations: Needed and challenging
10.1111/puar.12432 · 2015 · External reference
Bias, prevalence and kappa
10.1016/0895-4356(93)90018-v · 1993 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Algorithms for a new season? Mapping a decade of research on the artificial intelligence-driven digital transformation of public administration
10.1080/14719037.2025.2450680 · 2026 · External reference
A human-LLM collaborative annotation approach for screening articles on precision oncology randomized controlled trials
10.1186/s12874-025-02674-3 · 2025 · External reference
Unresolved reference
External reference
10.1016/j.simpa.2024.100689
10.1016/j.simpa.2024.100689 · External reference
Theory building via agent-based modeling in public administration research: Vindications and limitations
10.1108/ijpsm-10-2020-0287 · 2021 · External reference
Deliberation and decision in collaborative governance: A simulation of approaches to mitigate power imbalance
10.1093/jopart/mut003 · 2014 · External reference
Contributors and free-riders in collaborative governance: A computational exploration of social motivation and its effects
10.1093/jopart/muy068 · 2019 · External reference
Unresolved reference
External reference
Unresolved reference
2012 · External reference
Unresolved reference
2015 · External reference
Agent-based computational models and generative social science
10.1002/(sici)1099-0526(199905/06)4:5<41::aid-cplx9>3.0.co;2-f · 1999 · External reference
High agreement but low kappa: I. The problems of two paradoxes
10.1016/0895-4356(90)90158-l · 1990 · External reference
10.1007/978-3-031-78541-2_10
10.1007/978-3-031-78541-2_10 · External reference
Large language models empowered agent-based modeling and simulation: A survey and perspectives
10.1057/s41599-024-03611-3 · 2024 · External reference
Generative agent-based modeling: An introduction and tutorial
10.1002/sdr.1761 · 2024 · External reference
Conditions facilitating interorganizational collaboration
10.1177/001872678503801001 · 1985 · External reference
Unresolved reference
External reference
Agent-based modeling as a tool for public management research
2020 · External reference
10.3386/w31122
10.3386/w31122 · External reference
Unresolved reference
External reference
An agent-based model of the interaction between inequality, trust, and communication in common pool experiments
10.18564/jasss.4922 · 2022 · External reference
Managing the inclusion process in collaborative governance
10.1093/jopart/muq045 · 2011 · External reference
Distributive justice in collaborative outputs: Empowering minority viewpoints through deliberation
10.1093/jopart/muad012 · 2024 · External reference
Unresolved reference
1970 · External reference
Unresolved reference
2012 · External reference
The measurement of observer agreement for categorical data
10.2307/2529310 · 1977 · External reference
Unresolved reference
External reference
Unresolved reference
2005 · External reference
Enhancing systematic literature reviews with generative artificial intelligence: Development, applications, and performance evaluation
10.1093/jamia/ocaf030 · 2025 · External reference
Towards realistic evaluation of cultural value alignment in large language models: Diversity enhancement for survey response simulation
10.1016/j.ipm.2025.104099 · 2025 · External reference
Unresolved reference
2025 · External reference
Agent-based simulation: Advancing research on the mutual constitution of action and structure
2024 · External reference
Unresolved reference
2011 · External reference
10.1016/j.neucom.2024.128514
10.1016/j.neucom.2024.128514 · External reference
The resilience of social norms of cooperation under resource scarcity and inequality—An agent-based model on sharing water over two harvesting seasons
10.1016/j.ecocom.2018.06.001 · 2019 · External reference
Validating generative agent-based modeling in social media simulations through the lens of the friendship paradox
10.1016/j.ipm.2026.104636 · 2026 · External reference
Unresolved reference
2005 · External reference
The PRISMA 2020 statement: An updated guideline for reporting systematic reviews
10.1016/j.jclinepi.2021.03.001 · 2021 · External reference
Generative agents: Interactive simulacra of human behavior
2023 · External reference
The causes, impacts and countermeasures of COVID-19 “infodemic”: A systematic review using narrative synthesis
10.1016/j.ipm.2021.102713 · 2021 · External reference
10.2139/ssrn.5954414
10.2139/ssrn.5954414 · External reference
Unresolved reference
External reference
BDI agents: From theory to practice
1995 · External reference
An agent-based modeling framework for integrated pest management dissemination programs
10.1016/j.envsoft.2012.06.014 · 2013 · External reference
Deliberation, consensus, and stakeholder satisfaction: A simulation of collaborative governance
10.1080/14719037.2011.589619 · 2012 · External reference
Social equity in the data era: A systematic literature review of data-driven public service research
10.1111/puar.13585 · 2023 · External reference
Convening for consensus: Simulating stakeholder agreement in collaborative governance processes under different network conditions
10.1093/jopart/muy053 · 2019 · External reference
Where does theory have it right? A comparison of theory-driven and empirical agent based models
10.18564/jasss.4573 · 2021 · External reference
Agent-based models of social behaviour and communication in evacuations: A systematic review
10.1016/j.ssci.2024.106520 · 2024 · External reference
Unresolved reference
2019 · External reference
Coalition formation for simulating and analyzing iterative prisoner’s dilemma
2015 · External reference
Can large language models replace human experts in knowledge construction? A comparative analysis from the perspectives of information quality, information perception, and information load
10.1016/j.ipm.2025.104437 · 2026 · External reference
Unresolved reference
External reference
AI for social science and social science of AI: A survey
10.1016/j.ipm.2024.103665 · 2024 · External reference
Collaborative governance of cyber violence: A two-phase, multi-scenario four-party evolutionary game and SBI1I2R public opinion dissemination
10.1016/j.ipm.2025.104242 · 2025 · External reference
InsNet-CRAFTY v1.0: Integrating institutional network dynamics powered by large language models with land use change simulation
2024 · External reference
RoleSimLLM: Towards large-scale and comprehensive social propagation simulation via role-based LLM-driven agents
10.1016/j.ipm.2026.104689 · 2026 · External reference
Agent-based simulation: A new method for exploring public administration issues
2017 · External reference
Implications of the use of artificial intelligence in public governance: A systematic literature review and a research agenda
10.1016/j.giq.2021.101577 · 2021 · External reference
Agent-based computational models and generative social science
10.1002/(sici)1099-0526(199905/06)4:5<41::aid-cplx9>3.0.co;2-f · ExternalCitation · doi-reference
Generative agent-based modeling: An introduction and tutorial
10.1002/sdr.1761 · ExternalCitation · doi-reference
10.1007/978-3-031-78541-2_10
10.1007/978-3-031-78541-2_10 · ExternalCitation · doi-reference
High agreement but low kappa: I. The problems of two paradoxes
10.1016/0895-4356(90)90158-l · ExternalCitation · doi-reference
Bias, prevalence and kappa
10.1016/0895-4356(93)90018-v · ExternalCitation · doi-reference
The resilience of social norms of cooperation under resource scarcity and inequality—An agent-based model on sharing water over two harvesting seasons
10.1016/j.ecocom.2018.06.001 · ExternalCitation · doi-reference
An agent-based modeling framework for integrated pest management dissemination programs
10.1016/j.envsoft.2012.06.014 · ExternalCitation · doi-reference
Implications of the use of artificial intelligence in public governance: A systematic literature review and a research agenda
10.1016/j.giq.2021.101577 · ExternalCitation · doi-reference
The causes, impacts and countermeasures of COVID-19 “infodemic”: A systematic review using narrative synthesis
10.1016/j.ipm.2021.102713 · ExternalCitation · doi-reference
AI for social science and social science of AI: A survey
10.1016/j.ipm.2024.103665 · ExternalCitation · doi-reference
Towards realistic evaluation of cultural value alignment in large language models: Diversity enhancement for survey response simulation
10.1016/j.ipm.2025.104099 · ExternalCitation · doi-reference
Collaborative governance of cyber violence: A two-phase, multi-scenario four-party evolutionary game and SBI1I2R public opinion dissemination
10.1016/j.ipm.2025.104242 · ExternalCitation · doi-reference
Can large language models replace human experts in knowledge construction? A comparative analysis from the perspectives of information quality, information perception, and information load
10.1016/j.ipm.2025.104437 · ExternalCitation · doi-reference
Validating generative agent-based modeling in social media simulations through the lens of the friendship paradox
10.1016/j.ipm.2026.104636 · ExternalCitation · doi-reference
RoleSimLLM: Towards large-scale and comprehensive social propagation simulation via role-based LLM-driven agents
10.1016/j.ipm.2026.104689 · ExternalCitation · doi-reference
The PRISMA 2020 statement: An updated guideline for reporting systematic reviews
10.1016/j.jclinepi.2021.03.001 · ExternalCitation · doi-reference
10.1016/j.neucom.2024.128514
10.1016/j.neucom.2024.128514 · ExternalCitation · doi-reference
10.1016/j.simpa.2024.100689
10.1016/j.simpa.2024.100689 · ExternalCitation · doi-reference
Agent-based models of social behaviour and communication in evacuations: A systematic review
10.1016/j.ssci.2024.106520 · ExternalCitation · doi-reference
Large language models empowered agent-based modeling and simulation: A survey and perspectives
10.1057/s41599-024-03611-3 · ExternalCitation · doi-reference
Can generative AI improve social science?
10.1073/pnas.2314021121 · ExternalCitation · doi-reference
Deliberation, consensus, and stakeholder satisfaction: A simulation of collaborative governance
10.1080/14719037.2011.589619 · ExternalCitation · doi-reference
Algorithms for a new season? Mapping a decade of research on the artificial intelligence-driven digital transformation of public administration
10.1080/14719037.2025.2450680 · ExternalCitation · doi-reference
Enhancing systematic literature reviews with generative artificial intelligence: Development, applications, and performance evaluation
10.1093/jamia/ocaf030 · ExternalCitation · doi-reference
Modeling alternative collaborative governance network designs: An agent-based model of water governance in the Lake Champlain Basin, Vermont
10.1093/jopart/muaa013 · ExternalCitation · doi-reference
Distributive justice in collaborative outputs: Empowering minority viewpoints through deliberation
10.1093/jopart/muad012 · ExternalCitation · doi-reference
Collaborative governance in theory and practice
10.1093/jopart/mum032 · ExternalCitation · doi-reference
Managing the inclusion process in collaborative governance
10.1093/jopart/muq045 · ExternalCitation · doi-reference
Deliberation and decision in collaborative governance: A simulation of approaches to mitigate power imbalance
10.1093/jopart/mut003 · ExternalCitation · doi-reference
Convening for consensus: Simulating stakeholder agreement in collaborative governance processes under different network conditions
10.1093/jopart/muy053 · ExternalCitation · doi-reference
Contributors and free-riders in collaborative governance: A computational exploration of social motivation and its effects
10.1093/jopart/muy068 · ExternalCitation · doi-reference
Theory building via agent-based modeling in public administration research: Vindications and limitations
10.1108/ijpsm-10-2020-0287 · ExternalCitation · doi-reference
Designing and implementing cross-sector collaborations: Needed and challenging
10.1111/puar.12432 · ExternalCitation · doi-reference
Social equity in the data era: A systematic literature review of data-driven public service research
10.1111/puar.13585 · ExternalCitation · doi-reference
10.1145/3706598.3713675
10.1145/3706598.3713675 · ExternalCitation · doi-reference
Conditions facilitating interorganizational collaboration
10.1177/001872678503801001 · ExternalCitation · doi-reference
A human-LLM collaborative annotation approach for screening articles on precision oncology randomized controlled trials
10.1186/s12874-025-02674-3 · ExternalCitation · doi-reference
Where does theory have it right? A comparison of theory-driven and empirical agent based models
10.18564/jasss.4573 · ExternalCitation · doi-reference
Natural-language multi-agent simulations of argumentative opinion dynamics
10.18564/jasss.4725 · ExternalCitation · doi-reference
An agent-based model of the interaction between inequality, trust, and communication in common pool experiments
10.18564/jasss.4922 · ExternalCitation · doi-reference
10.2139/ssrn.5954414
10.2139/ssrn.5954414 · ExternalCitation · doi-reference
The measurement of observer agreement for categorical data
10.2307/2529310 · ExternalCitation · doi-reference
10.3386/w31122
10.3386/w31122 · ExternalCitation · doi-reference
