stat.ME · 2026-07-08 · No. 47
Methodology, 2026-07-08.
1 new papers in stat.ME. Titles, authors,
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01 — The papers
1 entries-
01
An Experimental Design Approach to Evaluating Agentic AI's Autonomous Model Discovery
Hao He, Xueying Liu, Chris J. Kuhlman, Xinwei Deng
stat.ME · cs.AI
Large language model coding agents increasingly perform open-ended data modeling and analysis. These agents are stochastic and adaptive, and therefore their autonomous model discovery behavior cannot be adequately characterized by a single benchmark run. In this work, we propose an experimental design and analysis framework for systematically evaluating this discovery process, quantifying its variability, and identifying important factors....
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