מושגי ליבה
Disentanglement of uncertainty remains challenging in practice despite theoretical advancements.
סטטיסטיקה
Uncertainty quantification has evolved into various tasks, including prediction abstention, out-of-distribution detection, and aleatoric uncertainty quantification.
The paper conducts a comprehensive evaluation of uncertainty estimators on ImageNet, revealing challenges in achieving disentanglement in practice.
Different tasks require specialized uncertainty estimators, emphasizing the importance of tailoring methods to specific tasks.
ציטוטים
"Disentanglement is unachieved in practice since most proposed combinations of estimators are highly internally correlated."
"Findings emphasize the importance of specifying the particular task one wants to solve and developing uncertainty estimators tailored to it."