Understanding the Under-Coverage Bias in Uncertainty Estimation

Understanding the Under-Coverage Bias in Uncertainty Estimation

10 June 2021

Huan Wang

Papers citing "Understanding the Under-Coverage Bias in Uncertainty Estimation"

13 / 13 papers shown

Title
Building Conformal Prediction Intervals with Approximate Message Passing Lucas Clarté Lenka Zdeborová 31 1 0 21 Oct 2024
EX-DRL: Hedging Against Heavy Losses with EXtreme Distributional Reinforcement Learning Parvin Malekzadeh Zissis Poulos Jacky Chen Zeyu Wang Konstantinos N. Plataniotis 36 1 0 22 Aug 2024
Extreme Risk Mitigation in Reinforcement Learning using Extreme Value Theory NS KarthikSomayaji Yu Wang M. Schram Ján Drgoňa M. Halappanavar Frank Liu Peng Li 30 1 0 24 Aug 2023
Efficient Uncertainty Quantification and Reduction for Over-Parameterized Neural Networks Ziyi Huang Henry Lam Haofeng Zhang UQCV 33 4 0 09 Jun 2023
Calibrating Multimodal Learning Huanrong Zhang Changqing Zhang Bing Wu Huazhu Fu Qiufeng Wang Q. Hu 62 17 0 02 Jun 2023
Beyond Confidence: Reliable Models Should Also Consider Atypicality Mert Yuksekgonul Linjun Zhang James Zou Carlos Guestrin 32 20 0 29 May 2023
Theoretical characterization of uncertainty in high-dimensional linear classification Lucas Clarté Bruno Loureiro Florent Krzakala Lenka Zdeborová 42 20 0 07 Feb 2022
Quantifying Epistemic Uncertainty in Deep Learning Ziyi Huang Henry Lam Haofeng Zhang UQCV BDL UD PER 24 12 0 23 Oct 2021
Model-free Bootstrap and Conformal Prediction in Regression: Conditionality, Conjecture Testing, and Pertinent Prediction Intervals Y. Wang D. Politis 16 6 0 24 Sep 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 195 187 0 07 Jan 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 278 5,695 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 287 9,167 0 06 Jun 2015
Cross-conformal predictors V. Vovk 138 198 0 03 Aug 2012