A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification

15 July 2021

Papers citing "A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification"

50 / 86 papers shown

Title
Uncertainty Quantification for Machine Learning in Healthcare: A Survey L. J. L. Lopez Shaza Elsharief Dhiyaa Al Jorf Firas Darwish Congbo Ma Farah E. Shamout 52 0 0 04 May 2025
Plug-and-Play Physics-informed Learning using Uncertainty Quantified Port-Hamiltonian Models Kaiyuan Tan Peilun Li J. Wang Thomas Beckers AI4CE 17 0 0 24 Apr 2025
Leave-One-Out Stable Conformal Prediction Kiljae Lee Yuan Zhang 34 0 0 16 Apr 2025
Inferring Outcome Means of Exponential Family Distributions Estimated by Deep Neural Networks Xuran Meng Yi Li BDL 25 0 0 12 Apr 2025
Conformal Prediction with Upper and Lower Bound Models Miao Li Michael Klamkin Mathieu Tanneau Reza Zandehshahvar Pascal Van Hentenryck 48 0 0 06 Mar 2025
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction Chen Wang Fangxin Wang Ruocheng Guo Yueqing Liang Philip S. Yu 118 4 0 21 Feb 2025
CARE: Confidence-Aware Regression Estimation of building density fine-tuning EO Foundation Models Nikolaos Dionelis Jente Bosmans Nicolas Longepe 55 0 0 19 Feb 2025
Conformal Prediction Sets Can Cause Disparate Impact Jesse C. Cresswell Bhargava Kumar Yi Sui Mouloud Belbahri FaML 77 1 0 17 Feb 2025
Beyond Confidence: Adaptive Abstention in Dual-Threshold Conformal Prediction for Autonomous System Perception Divake Kumar Nastaran Darabi Sina Tayebati A. R. Trivedi 69 0 0 11 Feb 2025
Interaction-aware Conformal Prediction for Crowd Navigation Zhe Huang Tianchen Ji Heling Zhang Fatemeh Cheraghi Pouria Katherine Rose Driggs-Campbell Roy Dong 82 0 0 10 Feb 2025
Multivariate Conformal Prediction using Optimal Transport Michal Klein Louis Béthune Eugène Ndiaye Marco Cuturi OT 59 3 0 05 Feb 2025
Wasserstein-regularized Conformal Prediction under General Distribution Shift Rui Xu Chao Chen Yue Sun Parvathinathan Venkitasubramaniam Sihong Xie 28 0 0 23 Jan 2025
GeoConformal prediction: a model-agnostic framework of measuring the uncertainty of spatial prediction Xiayin Lou Peng Luo Liqiu Meng 87 0 0 05 Dec 2024
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation M. Valiuddin R. V. Sloun C.G.A. Viviers Peter H. N. de With Fons van der Sommen UQCV 79 1 0 25 Nov 2024
Fine-Grained Uncertainty Quantification via Collisions Jesse Friedbaum S. Adiga Ravi Tandon 57 0 0 18 Nov 2024
Conformal-in-the-Loop for Learning with Imbalanced Noisy Data J. B. Graham-Knight Jamil Fayyad Nourhan Bayasi Patricia Lasserre H. Najjaran 30 0 0 04 Nov 2024
Powerful batch conformal prediction for classification Ulysse Gazin Ruth Heller Étienne Roquain Aldo Solari 36 0 0 04 Nov 2024
Semiparametric conformal prediction Ji Won Park Robert Tibshirani Kyunghyun Cho 38 4 0 04 Nov 2024
C-Adapter: Adapting Deep Classifiers for Efficient Conformal Prediction Sets Kangdao Liu Hao Zeng Jianguo Huang Huiping Zhuang Chi-Man Vong Hongxin Wei 55 4 0 12 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 59 2 0 09 Oct 2024
Unpacking Failure Modes of Generative Policies: Runtime Monitoring of Consistency and Progress Christopher Agia Rohan Sinha Jingyun Yang Zi-ang Cao Rika Antonova Marco Pavone Jeannette Bohg 26 6 0 06 Oct 2024
Lightning UQ Box: A Comprehensive Framework for Uncertainty Quantification in Deep Learning Nils Lehmann Jakob Gawlikowski Adam J. Stewart Vytautas Jancauskas Stefan Depeweg Eric T. Nalisnick N. Gottschling 35 0 0 04 Oct 2024
Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering K. K. Bernhard Schölkopf Michael Muehlebach 24 0 0 02 Oct 2024
Adaptive inference with random ellipsoids through Conformal Conditional Linear Expectation Iain Henderson Adrien Mazoyer Fabrice Gamboa 24 4 0 27 Sep 2024
SECURE: Semantics-aware Embodied Conversation under Unawareness for Lifelong Robot Learning Rimvydas Rubavicius Peter David Fagan A. Lascarides Subramanian Ramamoorthy LM&Ro 73 0 0 26 Sep 2024
Asymptotics for conformal inference Ulysse Gazin 13 1 0 18 Sep 2024
Quantifying Aleatoric and Epistemic Dynamics Uncertainty via Local Conformal Calibration Luís Marques Dmitry Berenson 18 0 0 12 Sep 2024
Conformal Trajectory Prediction with Multi-View Data Integration in Cooperative Driving Xi Chen Rahul Bhadani Larry Head 78 0 0 01 Aug 2024
Probabilistic Parameter Estimators and Calibration Metrics for Pose Estimation from Image Features Romeo Valentin Sydney M. Katz Joonghyun Lee Don Walker Matthew Sorgenfrei Mykel J. Kochenderfer 29 0 0 23 Jul 2024
Error Detection and Constraint Recovery in Hierarchical Multi-Label Classification without Prior Knowledge Joshua Shay Kricheli Khoa Vo Aniruddha Datta Spencer Ozgur Paulo Shakarian 30 2 0 21 Jul 2024
Valid Error Bars for Neural Weather Models using Conformal Prediction Vignesh Gopakumar Joel Oskarrson Ander Gray L. Zanisi Stanislas Pamela Daniel Giles Matt Kusner M. Deisenroth 28 0 0 20 Jun 2024
Learning Temporal Logic Predicates from Data with Statistical Guarantees Emi Soroka Rohan Sinha Sanjay Lall 30 0 0 15 Jun 2024
Normalizing Flows for Conformal Regression Nicolo Colombo 33 6 0 05 Jun 2024
Valid Conformal Prediction for Dynamic GNNs Ed Davis Ian Gallagher Daniel J. Lawson Patrick Rubin-Delanchy AI4CE 32 3 0 29 May 2024
CHAMP: Conformalized 3D Human Multi-Hypothesis Pose Estimators Harry Zhang Luca Carlone 3DH 66 1 0 27 May 2024
Conditional Shift-Robust Conformal Prediction for Graph Neural Network Akansha Agrawal UQCV 45 1 0 20 May 2024
Learning minimal volume uncertainty ellipsoids Itai Alon David Arnon A. Wiesel 30 1 0 03 May 2024
Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty Luca Mossina Joseba Dalmau Léo Andéol UQCV 28 11 0 16 Apr 2024
CONFLARE: CONFormal LArge language model REtrieval Pouria Rouzrokh S. Faghani Cooper Gamble Moein Shariatnia Bradley J. Erickson 3DV RALM 37 2 0 04 Apr 2024
Perceive With Confidence: Statistical Safety Assurances for Navigation with Learning-Based Perception Anushri Dixit Zhiting Mei Meghan Booker Mariko Storey-Matsutani Mariko Storey-Matsutani Allen Z. Ren Ola Shorinwa Anirudha Majumdar 29 5 0 13 Mar 2024
Confidence on the Focal: Conformal Prediction with Selection-Conditional Coverage Ying Jin Zhimei Ren 30 7 0 06 Mar 2024
Conformal Predictive Programming for Chance Constrained Optimization Yiqi Zhao Xinyi Yu Matteo Sesia Lars Lindemann Lars Lindemann 37 3 0 12 Feb 2024
General-purpose foundation models for increased autonomy in robot-assisted surgery Samuel Schmidgall Ji Woong Kim Alan Kuntz A. Ghazi Axel Krieger MedIm 36 8 0 01 Jan 2024
Prompt Risk Control: A Rigorous Framework for Responsible Deployment of Large Language Models Thomas P. Zollo Todd Morrill Zhun Deng Jake C. Snell T. Pitassi Richard Zemel 25 8 0 22 Nov 2023
Conformal Contextual Robust Optimization Yash P. Patel Sahana Rayan Ambuj Tewari 27 15 0 16 Oct 2023
Conformal Prediction for Deep Classifier via Label Ranking Jianguo Huang Huajun Xi Linjun Zhang Huaxiu Yao Yue Qiu Hongxin Wei 28 21 0 10 Oct 2023
Conformal Decision Theory: Safe Autonomous Decisions from Imperfect Predictions Jordan Lekeufack Anastasios Nikolas Angelopoulos Andrea V. Bajcsy Michael I. Jordan Jitendra Malik OffRL 26 28 0 09 Oct 2023
Conformal prediction under ambiguous ground truth David Stutz Abhijit Guha Roy Tatiana Matejovicova Patricia Strachan A. Cemgil Arnaud Doucet 22 15 0 18 Jul 2023
Inference-time Stochastic Ranking with Risk Control Ruocheng Guo Jean-François Ton Yang Liu Hang Li 30 2 0 12 Jun 2023
Stratification of uncertainties recalibrated by isotonic regression and its impact on calibration error statistics P. Pernot 11 4 0 08 Jun 2023