Computational Experiments Meet Large Language Model Based Agents: A Survey and Perspective

Q Ma, X Xue, D Zhou, X Yu, D Liu, X Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
Computational experiments have emerged as a valuable method for studying complex
systems, involving the algorithmization of counterfactuals. However, accurately representing …

Exploring Large Language Model based Intelligent Agents: Definitions, Methods, and Prospects

Y Cheng, C Zhang, Z Zhang, X Meng, S Hong… - arXiv preprint arXiv …, 2024 - arxiv.org
Intelligent agents stand out as a potential path toward artificial general intelligence (AGI).
Thus, researchers have dedicated significant effort to diverse implementations for them …

The rise and potential of large language model based agents: A survey

Z Xi, W Chen, X Guo, W He, Y Ding, B Hong… - arXiv preprint arXiv …, 2023 - arxiv.org
For a long time, humanity has pursued artificial intelligence (AI) equivalent to or surpassing
the human level, with AI agents considered a promising vehicle for this pursuit. AI agents are …

Large language model based multi-agents: A survey of progress and challenges

T Guo, X Chen, Y Wang, R Chang, S Pei… - arXiv preprint arXiv …, 2024 - arxiv.org
Large Language Models (LLMs) have achieved remarkable success across a wide array of
tasks. Due to the impressive planning and reasoning abilities of LLMs, they have been used …

An in-depth survey of large language model-based artificial intelligence agents

P Zhao, Z Jin, N Cheng - arXiv preprint arXiv:2309.14365, 2023 - arxiv.org
Due to the powerful capabilities demonstrated by large language model (LLM), there has
been a recent surge in efforts to integrate them with AI agents to enhance their performance …

Agents: An open-source framework for autonomous language agents

W Zhou, YE Jiang, L Li, J Wu, T Wang, S Qiu… - arXiv preprint arXiv …, 2023 - arxiv.org
Recent advances on large language models (LLMs) enable researchers and developers to
build autonomous language agents that can automatically solve various tasks and interact …

[HTML][HTML] A survey on large language model based autonomous agents

L Wang, C Ma, X Feng, Z Zhang, H Yang… - Frontiers of Computer …, 2024 - Springer
Autonomous agents have long been a research focus in academic and industry
communities. Previous research often focuses on training agents with limited knowledge …

Smartplay: A benchmark for llms as intelligent agents

Y Wu, X Tang, TM Mitchell, Y Li - arXiv preprint arXiv:2310.01557, 2023 - arxiv.org
Recent large language models (LLMs) have demonstrated great potential toward intelligent
agents and next-gen automation, but there currently lacks a systematic benchmark for …

LLMArena: Assessing Capabilities of Large Language Models in Dynamic Multi-Agent Environments

J Chen, X Hu, S Liu, S Huang, WW Tu, Z He… - arXiv preprint arXiv …, 2024 - arxiv.org
Recent advancements in large language models (LLMs) have revealed their potential for
achieving autonomous agents possessing human-level intelligence. However, existing …

Large language models empowered agent-based modeling and simulation: A survey and perspectives

C Gao, X Lan, N Li, Y Yuan, J Ding, Z Zhou… - arXiv preprint arXiv …, 2023 - arxiv.org
Agent-based modeling and simulation has evolved as a powerful tool for modeling complex
systems, offering insights into emergent behaviors and interactions among diverse agents …