MAPIE: an open-source library for distribution-free uncertainty
quantification

MAPIE: an open-source library for distribution-free uncertainty quantification

25 July 2022

Thomas Morzadec

Papers citing "MAPIE: an open-source library for distribution-free uncertainty quantification"

13 / 13 papers shown

Title
Enhancing Deployment-Time Predictive Model Robustness for Code Analysis and Optimization Huanting Wang Patrick Lenihan Zheng Wang 35 0 0 03 Jan 2025
Beyond Conformal Predictors: Adaptive Conformal Inference with Confidence Predictors Johan Hallberg Szabadváry 29 0 0 23 Sep 2024
Adaptive Conformal Inference for Multi-Step Ahead Time-Series Forecasting Online Johan Hallberg Szabadváry 35 3 0 23 Sep 2024
Conformal time series decomposition with component-wise exchangeability Derck W. E. Prinzhorn Thijmen Nijdam Putri A. van der Linden Alexander Timans 41 2 0 24 Jun 2024
From Conformal Predictions to Confidence Regions Charles Guille-Escuret Eugene Ndiaye 30 1 0 28 May 2024
Onboard Out-of-Calibration Detection of Deep Learning Models using Conformal Prediction Protim Bhattacharjee Peter Jung 16 0 0 04 May 2024
Machine Learning Optimized Approach for Parameter Selection in MESHFREE Simulations Paulami Banerjee Mohan Padmanabha Chaitanya Sanghavi Isabel Michel Simone Gramsch AI4CE 40 1 0 20 Mar 2024
Interpretable Machine Learning for TabPFN David Rundel Julius Kobialka Constantin von Crailsheim Matthias Feurer Thomas Nagler David Rügamer AI4CE 27 3 0 16 Mar 2024
Uncertainty quantification for probabilistic machine learning in earth observation using conformal prediction Geethen Singh Glenn Moncrieff Zander Venter Kerry Cawse-Nicholson Jasper Slingsby Tamara B. Robinson 26 13 0 12 Jan 2024
From Group-Differences to Single-Subject Probability: Conformal Prediction-based Uncertainty Estimation for Brain-Age Modeling J. Ernsting N. Winter Ramona Leenings K. Sarink Carlotta B. C. Barkhau ... Nako Investigators Klaus Berger Benjamin Risse U. Dannlowski Tim Hahn 11 3 0 10 Feb 2023
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 95 126 0 03 Oct 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 176 185 0 07 Jan 2021
Conformal prediction for time series Chen Xu Yao Xie AI4TS 33 32 0 18 Oct 2020