Skip to content

Instantly share code, notes, and snippets.

@oscartangqh
oscartangqh / 📖 Very Large-Scale Multi-Agent Simulation in AgentScope.md
Last active July 29, 2024 09:39
Very Large-Scale Multi-Agent Simulation in AgentScope. Continue this conversation at http://localhost:3000?gist=de7e2d9bfa2f7649c67b9686a4474d0e

[arxiv] Very Large-Scale Multi-Agent Simulation in AgentScope

Source

Xuchen Pan, Dawei Gao, Yuexiang Xie, Zhewei Wei, Yaliang Li, Bolin Ding, Ji-Rong Wen, Jingren Zhou

Recent advances in large language models (LLMs) have opened new avenues for applying multi-agent systems in very large-scale simulations. However, there remain several challenges when conducting multi-agent simulations with existing platforms, such as limited scalability and low efficiency, unsatisfied agent diversity, and effort-intensive management processes. To address these challenges, we develop several new features and components for AgentScope, a user-friendly multi-agent platform, enhancing its convenience and flexibility for supporting very large-scale multi-agent simulations. Specifically, we propose an actor-based distributed mechanism as the underlying technological infrastructure towards great scalability and high efficiency, and provide flexible environment support for simulating various real-world scenarios, which ena