Update 2023-08-17-andeol23a.md

mlresearch · Dec 10, 2024 · da9860d · da9860d
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-title: "Confident Object Detection via Conformal Prediction\r and Conformal Risk Control:
-  an Application to\r Railway Signaling"
-abstract: "Deploying deep learning models in real-world\r certi\fed systems requires
-  the ability to provide\r con\fdence estimates that accurately reflect their\r uncertainty.
+title: "Confident Object Detection via Conformal Prediction and Conformal Risk Control:
+  an Application to Railway Signaling"
+abstract: "Deploying deep learning models in real-world certified systems requires
+  the ability to provide\r confidence estimates that accurately reflect their\r uncertainty.
   In this paper, we demonstrate the use\r of the conformal prediction framework to
   construct\r reliable and trustworthy predictors for detecting\r railway signals.
   Our approach is based on a novel\r dataset that includes images taken from the\r