Do Large Language Models Solve the Problems of Agent-Based Modeling? A Critical Review of Generative Social Simulations

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Larooij, Maik, Törnberg, Petter
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Multiagent Systems Artificial Intelligence
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

GenSim: A General Social Simulation Platform with Large Language Model based Agents
di: Tang, Jiakai, et al.
Pubblicazione: (2024)

Synergistic Simulations: Multi-Agent Problem Solving with Large Language Models
di: Sprigler, Asher, et al.
Pubblicazione: (2024)

Challenges Faced by Large Language Models in Solving Multi-Agent Flocking
di: Li, Peihan, et al.
Pubblicazione: (2024)

Can We Fix Social Media? Testing Prosocial Interventions using Generative Social Simulation
di: Larooij, Maik, et al.
Pubblicazione: (2025)

Do Large Language Model Agents Exhibit a Survival Instinct? An Empirical Study in a Sugarscape-Style Simulation
di: Masumori, Atsushi, et al.
Pubblicazione: (2025)

Evaluating Creativity and Deception in Large Language Models: A Simulation Framework for Multi-Agent Balderdash
di: Hejabi, Parsa, et al.
Pubblicazione: (2024)

IndoorWorld: Integrating Physical Task Solving and Social Simulation in A Heterogeneous Multi-Agent Environment
di: Wu, Dekun, et al.
Pubblicazione: (2025)

Creative Agents: Simulating the Systems Model of Creativity with Generative Agents
di: Imasato, Naomi, et al.
Pubblicazione: (2024)

Agents on the Bench: Large Language Model Based Multi Agent Framework for Trustworthy Digital Justice
di: Jiang, Cong, et al.
Pubblicazione: (2024)

The Traitors: Deception and Trust in Multi-Agent Language Model Simulations
di: Curvo, Pedro M. P.
Pubblicazione: (2025)

AgentODRL: A Large Language Model-based Multi-agent System for ODRL Generation
di: Zhong, Wanle, et al.
Pubblicazione: (2025)

Integrating LLM in Agent-Based Social Simulation: Opportunities and Challenges
di: Taillandier, Patrick, et al.
Pubblicazione: (2025)

Literature Review Of Multi-Agent Debate For Problem-Solving
di: Tillmann, Arne
Pubblicazione: (2025)

Too Human to Model:The Uncanny Valley of LLMs in Social Simulation -- When Generative Language Agents Misalign with Modelling Principles
di: Zeng, Yongchao, et al.
Pubblicazione: (2025)

Solving Multi-Agent Multi-Goal Path Finding Problems in Polynomial Time
di: Edelkamp, Stefan
Pubblicazione: (2025)

Applying Multi-Agent Negotiation to Solve the Production Routing Problem With Privacy Preserving
di: Biasoto, Luiza Pellin, et al.
Pubblicazione: (2024)

Enhancing LLM Problem Solving via Tutor-Student Multi-Agent Interaction
di: Özdemir, Nurullah Eymen, et al.
Pubblicazione: (2026)

Large Language Model-Enabled Multi-Agent Manufacturing Systems
di: Lim, Jonghan, et al.
Pubblicazione: (2024)

Sketch2Simulation: Automating Flowsheet Generation via Multi Agent Large Language Models
di: Bahamdan, Abdullah, et al.
Pubblicazione: (2026)

MA-GTS: A Multi-Agent Framework for Solving Complex Graph Problems in Real-World Applications
di: Yuan, Zike, et al.
Pubblicazione: (2025)

LLM-Agent-Controller: A Universal Multi-Agent Large Language Model System as a Control Engineer
di: Zahedifar, Rasoul, et al.
Pubblicazione: (2025)

Polarization by Default: Auditing Recommendation Bias in LLM-Based Content Curation
di: Pagan, Nicolò, et al.
Pubblicazione: (2026)

Large Language Model Powered Intelligent Urban Agents: Concepts, Capabilities, and Applications
di: Han, Jindong, et al.
Pubblicazione: (2025)

Exploring Large Language Model based Intelligent Agents: Definitions, Methods, and Prospects
di: Cheng, Yuheng, et al.
Pubblicazione: (2024)

Very Large-Scale Multi-Agent Simulation in AgentScope
di: Pan, Xuchen, et al.
Pubblicazione: (2024)

AIvilization v0: Toward Large-Scale Artificial Social Simulation with a Unified Agent Architecture and Adaptive Agent Profiles
di: Fan, Wenkai, et al.
Pubblicazione: (2026)

Multi-Agent Autonomous Driving Systems with Large Language Models: A Survey of Recent Advances
di: Wu, Yaozu, et al.
Pubblicazione: (2025)

Agentic Artificial Intelligence (AI): Architectures, Taxonomies, and Evaluation of Large Language Model Agents
di: V, Arunkumar, et al.
Pubblicazione: (2026)

NegotiationGym: Self-Optimizing Agents in a Multi-Agent Social Simulation Environment
di: Mangla, Shashank, et al.
Pubblicazione: (2025)

SALM: A Multi-Agent Framework for Language Model-Driven Social Network Simulation
di: Koley, Gaurav
Pubblicazione: (2025)

Build AI Assistants using Large Language Models and Agents to Enhance the Engineering Education of Biomechanics
di: Yan, Hanzhi, et al.
Pubblicazione: (2025)

Safety-Critical Traffic Simulation with Guided Latent Diffusion Model
di: Peng, Mingxing, et al.
Pubblicazione: (2025)

MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework
di: Mi, Qirui, et al.
Pubblicazione: (2025)

A Large Language Model-Enabled Control Architecture for Dynamic Resource Capability Exploration in Multi-Agent Manufacturing Systems
di: Lim, Jonghan, et al.
Pubblicazione: (2025)

Solving Context Window Overflow in AI Agents
di: Labate, Anton Bulle, et al.
Pubblicazione: (2025)

Multi-Agent Actor-Critic Generative AI for Query Resolution and Analysis
di: Rahman, Mohammad Wali Ur, et al.
Pubblicazione: (2025)

Modeling Layered Consciousness with Multi-Agent Large Language Models
di: Kim, Sang Hun, et al.
Pubblicazione: (2025)

Reasoning-Aware Prompt Orchestration: A Foundation Model for Multi-Agent Language Model Coordination
di: Dhrif, Hassen
Pubblicazione: (2025)

Consensus Is All You Need: Gossip-Based Reasoning Among Large Language Models
di: Arora, Saksham
Pubblicazione: (2025)

Static Sandboxes Are Inadequate: Modeling Societal Complexity Requires Open-Ended Co-Evolution in LLM-Based Multi-Agent Simulations
di: Chen, Jinkun, et al.
Pubblicazione: (2025)