Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction

26 October 2022

Papers citing "Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction"

9 / 9 papers shown

Title
From Conformal Predictions to Confidence Regions Charles Guille-Escuret Eugene Ndiaye 35 1 0 28 May 2024
Guarantees on Robot System Performance Using Stochastic Simulation Rollouts Joseph A. Vincent Aaron O. Feldman Mac Schwager 40 6 0 19 Sep 2023
Improving Expert Predictions with Conformal Prediction Eleni Straitouri Lequn Wang Nastaran Okati Manuel Gomez Rodriguez 43 30 0 28 Jan 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 100 125 0 03 Oct 2021
Consistent Accelerated Inference via Confident Adaptive Transformers Tal Schuster Adam Fisch Tommi Jaakkola Regina Barzilay AI4TS 184 69 0 18 Apr 2021
Few-shot Conformal Prediction with Auxiliary Tasks Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 184 53 0 17 Feb 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 181 186 0 07 Jan 2021
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction Sangdon Park Osbert Bastani Nikolai Matni Insup Lee UQCV 139 68 0 31 Dec 2019
Cross-conformal predictors V. Vovk 131 198 0 03 Aug 2012