AAAI 2026technical0 citations
From Single to Societal: Analyzing Persona-Induced Bias in Multi-Agent Interactions
Jiayi Li, Xiao Liu, Yansong Feng
Abstract
Large Language Model (LLM)-based multi-agent systems are increasingly used to simulate human interactions and solve collaborative tasks. A common practice is to assign agents with personas to encourage behavioral diversity. However, this raises a critical yet underexplored question: do personas introduce biases into multi-agent interactions? This paper presents a systematic investigation into persona-induced biases in multi-agent interactions, with a focus on social traits like trustworthiness (how an agent
BibTeX
@inproceedings{aaai2026_fromsingletosoci,
title = {From Single to Societal: Analyzing Persona-Induced Bias in Multi-Agent Interactions},
author = {Jiayi Li and Xiao Liu and Yansong Feng},
booktitle = {AAAI 2026},
year = {2026}
}