Conformal Predictions for Probabilistically Robust Scalable Machine
Learning Classification

Conformal Predictions for Probabilistically Robust Scalable Machine Learning Classification

15 March 2024

Alberto Carlevaro

Fabrizio Dabbene

Maurizio Mongelli

ArXiv (abs)PDF HTML

Papers citing "Conformal Predictions for Probabilistically Robust Scalable Machine Learning Classification"

12 / 12 papers shown

Title
Second-Order Uncertainty Quantification: A Distance-Based Approach Yusuf Sale Viktor Bengs Michele Caprio Eyke Hüllermeier PER UQCV UD 50 23 0 02 Dec 2023
Probabilistic Safety Regions Via Finite Families of Scalable Classifiers Alberto Carlevaro Teodoro Alamo Fabrizio Dabbene Maurizio Mongelli 69 2 0 08 Sep 2023
Is the Volume of a Credal Set a Good Measure for Epistemic Uncertainty? Yusuf Sale Michele Caprio Eyke Hüllermeier UD 49 28 0 16 Jun 2023
Conformal Prediction for Trustworthy Detection of Railway Signals Léo Andéol Thomas Fel F. D. Grancey Luca Mossina 90 6 0 26 Jan 2023
PAC Prediction Sets for Meta-Learning Sangdon Park Yan Sun Insup Lee Osbert Bastani 89 16 0 06 Jul 2022
Set-valued classification -- overview via a unified framework Evgenii Chzhen Christophe Denis Mohamed Hebiri Titouan Lorieul 161 34 0 24 Feb 2021
Uncertainty Sets for Image Classifiers using Conformal Prediction Anastasios Nikolas Angelopoulos Stephen Bates Jitendra Malik Michael I. Jordan UQCV 207 338 0 29 Sep 2020
Conformal Prediction: a Unified Review of Theory and New Challenges Matteo Fontana Gianluca Zeni S. Vantini 181 130 0 16 May 2020
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction Sangdon Park Osbert Bastani Nikolai Matni Insup Lee UQCV 231 70 0 31 Dec 2019
Aleatoric and Epistemic Uncertainty in Machine Learning: An Introduction to Concepts and Methods Eyke Hüllermeier Willem Waegeman PER UD 244 1,421 0 21 Oct 2019
Conditional validity of inductive conformal predictors V. Vovk 233 418 0 12 Sep 2012
A tutorial on conformal prediction Glenn Shafer V. Vovk 454 1,148 0 21 Jun 2007