WQLCP: Weighted Adaptive Conformal Prediction for Robust Uncertainty Quantification Under Distribution Shifts

26 May 2025

Papers citing "WQLCP: Weighted Adaptive Conformal Prediction for Robust Uncertainty Quantification Under Distribution Shifts"

35 / 35 papers shown

Title
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 919 5 0 09 Oct 2024
Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty Luca Mossina Joseba Dalmau Léo Andéol UQCV 167 15 0 16 Apr 2024
CLOSURE: Fast Quantification of Pose Uncertainty Sets Yihuai Gao Yukai Tang Han Qi Heng Yang 65 5 0 15 Mar 2024
Safe Task Planning for Language-Instructed Multi-Robot Systems using Conformal Prediction Jun Wang Guocheng He Y. Kantaros 40 10 0 23 Feb 2024
Empirical Validation of Conformal Prediction for Trustworthy Skin Lesions Classification Jamil Fayyad Shadi Alijani Homayoun Najjaran OOD 83 8 0 12 Dec 2023
Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms J. Brunekreef Eric Marcus Ray Sheombarsing Jan-Jakob Sonke Jonas Teuwen 159 7 0 20 Nov 2023
Conformal Decision Theory: Safe Autonomous Decisions from Imperfect Predictions Jordan Lekeufack Anastasios Nikolas Angelopoulos Andrea V. Bajcsy Michael I. Jordan Jitendra Malik OffRL 181 30 0 09 Oct 2023
RR-CP: Reliable-Region-Based Conformal Prediction for Trustworthy Medical Image Classification Yizhe Zhang Shuo Wang Yejia Zhang Da Chen MedIm 56 5 0 09 Sep 2023
Robots That Ask For Help: Uncertainty Alignment for Large Language Model Planners Allen Z. Ren Anushri Dixit Alexandra Bodrova Sumeet Singh Stephen Tu ... Jacob Varley Zhenjia Xu Dorsa Sadigh Andy Zeng Anirudha Majumdar LM&Ro 247 229 0 04 Jul 2023
Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data Kevin Kasa Graham W. Taylor 80 3 0 03 Jul 2023
Conformal Language Modeling Victor Quach Adam Fisch Tal Schuster Adam Yala J. Sohn Tommi Jaakkola Regina Barzilay 212 64 0 16 Jun 2023
Conformal Prediction with Large Language Models for Multi-Choice Question Answering Bhawesh Kumar Cha-Chen Lu Gauri Gupta Anil Palepu David R. Bellamy Ramesh Raskar Andrew L. Beam 76 74 0 28 May 2023
Principal Uncertainty Quantification with Spatial Correlation for Image Restoration Problems Omer Belhasin Yaniv Romano Daniel Freedman Ehud Rivlin Michael Elad 74 25 0 17 May 2023
Object Pose Estimation with Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty Propagation Heng Yang Marco Pavone 92 39 0 22 Mar 2023
Improving Adaptive Conformal Prediction Using Self-Supervised Learning Nabeel Seedat Alan Jeffares F. Imrie M. Schaar SSL 77 15 0 23 Feb 2023
Improved Online Conformal Prediction via Strongly Adaptive Online Learning Aadyot Bhatnagar Haiquan Wang Caiming Xiong Yu Bai AI4TS 155 52 0 15 Feb 2023
Safe Planning in Dynamic Environments using Conformal Prediction Lars Lindemann Matthew Cleaveland Gihyun Shim George J. Pappas 173 123 0 19 Oct 2022
Conformal Inference for Online Prediction with Arbitrary Distribution Shifts Isaac Gibbs Emmanuel Candès 171 87 0 17 Aug 2022
Improving Trustworthiness of AI Disease Severity Rating in Medical Imaging with Ordinal Conformal Prediction Sets Charles Lu Anastasios Nikolas Angelopoulos S. Pomerantz 42 33 0 05 Jul 2022
DeiT III: Revenge of the ViT Hugo Touvron Matthieu Cord Hervé Jégou ViT 116 412 0 14 Apr 2022
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 596 40,961 0 22 Oct 2020
Uncertainty Sets for Image Classifiers using Conformal Prediction Anastasios Nikolas Angelopoulos Stephen Bates Jitendra Malik Michael I. Jordan UQCV 197 333 0 29 Sep 2020
Robust Validation: Confident Predictions Even When Distributions Shift Maxime Cauchois Suyash Gupta Alnur Ali John C. Duchi OOD 110 95 0 10 Aug 2020
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization Dan Hendrycks Steven Basart Norman Mu Saurav Kadavath Frank Wang ... Samyak Parajuli Mike Guo D. Song Jacob Steinhardt Justin Gilmer OOD 320 1,732 0 29 Jun 2020
Classification with Valid and Adaptive Coverage Yaniv Romano Matteo Sesia Emmanuel J. Candès 378 323 0 03 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 731 41,894 0 28 May 2020
Balancing reconstruction error and Kullback-Leibler divergence in Variational Autoencoders Andrea Asperti Matteo Trentin DRL 53 101 0 18 Feb 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 375 10,591 0 17 Feb 2020
Natural Adversarial Examples Dan Hendrycks Kevin Zhao Steven Basart Jacob Steinhardt D. Song OODD 195 1,469 0 16 Jul 2019
Can You Trust Your Model's Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift Yaniv Ovadia Emily Fertig Jie Jessie Ren Zachary Nado D. Sculley Sebastian Nowozin Joshua V. Dillon Balaji Lakshminarayanan Jasper Snoek UQCV 159 1,691 0 06 Jun 2019
Do ImageNet Classifiers Generalize to ImageNet? Benjamin Recht Rebecca Roelofs Ludwig Schmidt Vaishaal Shankar OOD SSeg VLM 111 1,714 0 13 Feb 2019
Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation T. Nair Doina Precup Douglas L. Arnold Tal Arbel UQCV 58 445 0 03 Aug 2018
Least Ambiguous Set-Valued Classifiers with Bounded Error Levels Mauricio Sadinle Jing Lei Larry A. Wasserman 174 247 0 02 Sep 2016
Concrete Problems in AI Safety Dario Amodei C. Olah Jacob Steinhardt Paul Christiano John Schulman Dandelion Mané 208 2,383 0 21 Jun 2016
A tutorial on conformal prediction Glenn Shafer V. Vovk 447 1,141 0 21 Jun 2007