bayesian optimization 1exploration-exploitation 1large language models 1multi-agent systems 1networked collaboration 1spatial search 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.AI2026
Collaborative Spatial Learning with Multi-LLM Agents in Networked Social Experiments
Hao He, Chris J. Kuhlman, Xinwei Deng
The paper studies how groups of large language model agents solve a spatial search task under different communication network structures, showing that a simple randomization instru…
stat.ME2026
An Experimental Design Approach to Evaluating Agentic AI's Autonomous Model Discovery
Hao He, Xueying Liu, Chris J. Kuhlman +1
Large language model coding agents increasingly perform open-ended data modeling and analysis. These agents are stochastic and adaptive, and therefore their autonomous model discov…