2 papers
stat.ME2026
Model-Free Assessment of Simulator Fidelity via Quantile Curves
Garud Iyengar, Yu-Shiou Willy Lin, Kaizheng Wang
As generative AI models are increasingly used to simulate real-world systems, quantifying the ``sim-to-real'' gap is critical. For each input setting of interest -- which we call a…
cs.AI2026
One Panel Does Not Fit All: Case-Adaptive Multi-Agent Deliberation for Clinical Prediction
Yuxing Lu, Yushuhong Lin, Jason Zhang
Large language models applied to clinical prediction exhibit case-level heterogeneity: simple cases yield consistent outputs, while complex cases produce divergent predictions unde…