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cs.LG2026
Mean Accuracy Is the Wrong Estimand for a Release Decision
Jaewon Choi, Jihye Kang, Namhyuk Ahn
A release decision about a fine-tuned model is an operational commitment about the \emph{next} rerun of its training recipe. Yet standard benchmark reporting gives only the mean ac…
cs.LG2021★ 6 cited
What is Wrong with One-Class Anomaly Detection?
JuneKyu Park, Jeong-Hyeon Moon, Namhyuk Ahn +1
From a safety perspective, a machine learning method embedded in real-world applications is required to distinguish irregular situations. For this reason, there has been a growing…