Papers citing 'How to Fix a Broken Confidence Estimator: Evaluating Post-hoc Methods for Selective Classification with Deep Neural Networks'

Title
What Does It Take to Build a Performant Selective Classifier? Stephan Rabanser Nicolas Papernot 174 0 0 23 Oct 2025
Know When to Abstain: Optimal Selective Classification with Likelihood Ratios Alvin Heng Harold Soh 310 0 0 21 May 2025
Uncertainty-Aware Step-wise Verification with Generative Reward Models Zihuiwen Ye Luckeciano C. Melo Younesse Kaddar Phil Blunsom Shivalika Singh Yarin Gal LRM 265 12 0 16 Feb 2025
A Novel Characterization of the Population Area Under the Risk Coverage Curve (AURC) and Rates of Finite Sample Estimators Han Zhou Jordy Van Landeghem Teodora Popordanoska Matthew B. Blaschko 536 5 0 20 Oct 2024
Overcoming Common Flaws in the Evaluation of Selective Classification Systems Jeremias Traub Till J. Bungert Carsten T. Lüth Michael Baumgartner Klaus H. Maier-Hein Lena Maier-Hein Paul F. Jaeger 224 11 0 01 Jul 2024
Hierarchical Selective ClassificationNeural Information Processing Systems (NeurIPS), 2024 Shani Goren Ido Galil Ran El-Yaniv BDL 254 5 0 19 May 2024