LLM-Agents for Simulation

🏠 Introduction

In the realm of understanding complex systems, simulation serves as a fundamental tool for unraveling intricate dynamics. With the emergence of LLM-powered agents, we are witnessing a profound transformation in simulation methodologies.

Our mission with this repository is to curate an extensive collection of resources that showcase the intersection of simulation and LLM-agents. From papers to repositories and beyond, we aim to provide a comprehensive hub for researchers, enthusiasts, and practitioners interested in leveraging LLM technology for simulating complex phenomena.

⭐ Contributions

We welcome contributions from the community to help us expand and enrich this repository further. Whether you have papers, repositories, or resources to share, we encourage you to submit pull requests or raise issues to help us keep this repository updated and relevant. Together, let's unlock new insights, push the boundaries of simulation technology, and pave the way for groundbreaking discoveries.

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• Papers
  • Healthcare
  • Recommender Systems
  • Social Dynamics
  • Social Network Analysis
• Contributors

Papers

🔥 for papers with >20 citations or repositories with >50 stars.
📖 for papers accepted by reputed conferences/journals.

Healthcare

• [Jul 2023] "Epidemic Modeling with Generative Agents", R. Williams et al. Paper - Code

Recommender Systems

• 🔥 [Feb 2024] "User Behavior Simulation with Large Language Model based Agents", L. Wang et al. Paper - Code

• [Oct 2023] "Simulating Social Media Using Large Language Models to Evaluate Alternative News Feed Algorithms", P. Törnberg et al. Paper

Social Dynamics

• 🔥 [Dec 2023] "Generative agent-based modeling with actions grounded in physical, social, or digital space using Concordia", A. S. Vezhnevets et al. Paper - Code

• [Dec 2023] "Smart Agent-Based Modeling: On the Use of Large Language Models in Computer Simulations", Z. Wu et al. Paper - Code

• [Set 2023] "Generative Agent-Based Modeling: Unveiling Social System Dynamics through Coupling Mechanistic Models with Generative Artificial Intelligence", N. Ghaffarzadegan et al. Paper - Code

• 🔥 [Aug 2023] "Generative Agents: Interactive Simulacra of Human Behavior", J. S. Park et al. Paper - Code

Social Network Analysis

• [Mar 2024] "LLM-Driven Agents for Influencer Selection in Digital Advertising Campaigns", X. Zhang et al. Paper - Code

• 🔥 [Oct 2023] "S3: Social-network Simulation System with Large Language Model-Empowered Agents", C. Gao et al. Paper

Contributors

The repository is initially built and maintained by Gian Marco Orlando.