Uncertainty Sets for Image Classifiers using Conformal Prediction

29 September 2020

Anastasios Nikolas Angelopoulos

Papers citing "Uncertainty Sets for Image Classifiers using Conformal Prediction"

50 / 60 papers shown

Title
PCS-UQ: Uncertainty Quantification via the Predictability-Computability-Stability Framework Abhineet Agarwal Michael Xiao Rebecca L. Barter Omer Ronen Boyu Fan Bin Yu 34 0 0 13 May 2025
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction Farhad Pourkamali-Anaraki 36 0 0 24 Apr 2025
Leave-One-Out Stable Conformal Prediction Kiljae Lee Yuan Zhang 36 0 0 16 Apr 2025
Conformal Prediction and MLLM aided Uncertainty Quantification in Scene Graph Generation Sayak Nag Udita Ghosh Sarosij Bose Calvin-Khang Ta Jiachen Li A. Roy-Chowdhury 66 0 0 18 Mar 2025
Similarity-Distance-Magnitude Universal Verification Allen Schmaltz UQCV AAML 146 0 0 27 Feb 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
Conformal Prediction Sets Can Cause Disparate Impact Jesse C. Cresswell Bhargava Kumar Yi Sui Mouloud Belbahri FaML 84 1 0 17 Feb 2025
Conformal Prediction in Hierarchical Classification Thomas Mortier Alireza Javanmardi Yusuf Sale Eyke Hüllermeier Willem Waegeman 56 0 0 31 Jan 2025
Conformalized Answer Set Prediction for Knowledge Graph Embedding Yuqicheng Zhu Nico Potyka Jiarong Pan Bo Xiong Yunjie He Evgeny Kharlamov Steffen Staab 51 0 0 28 Jan 2025
Game-Theoretic Defenses for Robust Conformal Prediction Against Adversarial Attacks in Medical Imaging Rui Luo Jie Bao Zhixin Zhou Chuangyin Dang MedIm AAML 37 5 0 07 Nov 2024
Conformal Risk Minimization with Variance Reduction Sima Noorani Orlando Romero Nicolò Dal Fabbro Hamed Hassani George Pappas 43 2 0 03 Nov 2024
Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information Ömer Faruk Akgül R. Kannan Viktor Prasanna FedML 29 0 0 17 Oct 2024
C-Adapter: Adapting Deep Classifiers for Efficient Conformal Prediction Sets Kangdao Liu Hao Zeng Jianguo Huang Huiping Zhuang Chi-Man Vong Hongxin Wei 69 4 0 12 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 82 3 0 09 Oct 2024
Conformal Structured Prediction Botong Zhang Shuo Li Osbert Bastani 35 0 0 08 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 42 0 0 04 Oct 2024
Adaptive Uncertainty Quantification for Generative AI Jungeum Kim Sean O'Hagan Veronika Rockova MedIm 38 2 0 16 Aug 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 37 2 0 21 Jul 2024
Valid Conformal Prediction for Dynamic GNNs Ed Davis Ian Gallagher Daniel J. Lawson Patrick Rubin-Delanchy AI4CE 40 3 0 29 May 2024
Task-Driven Uncertainty Quantification in Inverse Problems via Conformal Prediction Jeffrey Wen Rizwan Ahmad Philip Schniter 39 2 0 28 May 2024
Conditional Shift-Robust Conformal Prediction for Graph Neural Network Akansha Agrawal UQCV 53 1 0 20 May 2024
Conformal Prediction via Regression-as-Classification E. Guha Shlok Natarajan Thomas Möllenhoff Mohammad Emtiyaz Khan Eugène Ndiaye 24 11 0 12 Apr 2024
Uncertainty quantification in automated valuation models with spatially weighted conformal prediction Anders Hjort G. Hermansen Johan Pensar Jonathan P. Williams 34 1 0 11 Dec 2023
On the Out-of-Distribution Coverage of Combining Split Conformal Prediction and Bayesian Deep Learning Paul Scemama Ariel Kapusta 40 0 0 21 Nov 2023
Early detection of inflammatory arthritis to improve referrals using multimodal machine learning from blood testing, semi-structured and unstructured patient records Bing Wang Weizi Li Anthony Bradlow Antoni T.Y. Chan Eghosa Bazuaye 11 0 0 30 Oct 2023
Conformal Prediction for Deep Classifier via Label Ranking Jianguo Huang Huajun Xi Linjun Zhang Huaxiu Yao Yue Qiu Hongxin Wei 39 21 0 10 Oct 2023
When Are Two Lists Better than One?: Benefits and Harms in Joint Decision-making Kate Donahue Sreenivas Gollapudi Kostas Kollias 21 3 0 22 Aug 2023
Conformal prediction under ambiguous ground truth David Stutz Abhijit Guha Roy Tatiana Matejovicova Patricia Strachan A. Cemgil Arnaud Doucet 31 15 0 18 Jul 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 49 219 0 04 Jul 2023
Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data Kevin Kasa Graham W. Taylor 32 2 0 03 Jul 2023
Beyond Confidence: Reliable Models Should Also Consider Atypicality Mert Yuksekgonul Linjun Zhang James Y. Zou Carlos Guestrin 32 20 0 29 May 2023
Federated Conformal Predictors for Distributed Uncertainty Quantification Charles Lu Yaodong Yu Sai Praneeth Karimireddy Michael I. Jordan Ramesh Raskar FedML 34 21 0 27 May 2023
PAC Prediction Sets for Large Language Models of Code Adam Khakhar Stephen Mell Osbert Bastani 20 6 0 17 Feb 2023
Improved Online Conformal Prediction via Strongly Adaptive Online Learning Aadyot Bhatnagar Haiquan Wang Caiming Xiong Yu Bai AI4TS 33 47 0 15 Feb 2023
Conformal inference is (almost) free for neural networks trained with early stopping Zi-Chen Liang Yan Zhou Matteo Sesia BDL 18 10 0 27 Jan 2023
Distribution Free Prediction Sets for Node Classification J. Clarkson AI4CE 35 24 0 26 Nov 2022
Conformal Frequency Estimation using Discrete Sketched Data with Coverage for Distinct Queries Matteo Sesia Stefano Favaro Edgar Dobriban 13 8 0 09 Nov 2022
Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction Roel Hulsman 16 5 0 26 Oct 2022
Constructing Prediction Intervals with Neural Networks: An Empirical Evaluation of Bootstrapping and Conformal Inference Methods Alex Contarino Christine M. Schubert-Kabban Chancellor Johnstone Fairul Mohd-Zaid 36 3 0 07 Oct 2022
Integrative conformal p-values for powerful out-of-distribution testing with labeled outliers Zi-Chen Liang Matteo Sesia Wenguang Sun OODD 20 19 0 23 Aug 2022
A novel Deep Learning approach for one-step Conformal Prediction approximation Julia A. Meister K. Nguyen S. Kapetanakis Zhiyuan Luo 18 5 0 25 Jul 2022
MAPIE: an open-source library for distribution-free uncertainty quantification V. Taquet Vincent Blot Thomas Morzadec L. Lacombe Nicolas Brunel UQCV 21 17 0 25 Jul 2022
Semantic uncertainty intervals for disentangled latent spaces S. Sankaranarayanan Anastasios Nikolas Angelopoulos Stephen Bates Yaniv Romano Phillip Isola UQCV 23 21 0 20 Jul 2022
Robust Flow-based Conformal Inference (FCI) with Statistical Guarantee Youhui Ye Meimei Liu Xin Xing 15 0 0 22 May 2022
Training Uncertainty-Aware Classifiers with Conformalized Deep Learning Bat-Sheva Einbinder Yaniv Romano Matteo Sesia Yanfei Zhou UQCV 23 48 0 12 May 2022
On the Utility of Prediction Sets in Human-AI Teams Varun Babbar Umang Bhatt Adrian Weller 20 31 0 03 May 2022
Raman Spectrum Matching with Contrastive Representation Learning Bo-wen Li Mikkel N. Schmidt T. S. Alstrøm 23 10 0 25 Feb 2022
Approximating Full Conformal Prediction at Scale via Influence Functions Javier Abad Umang Bhatt Adrian Weller Giovanni Cherubin 31 10 0 02 Feb 2022
Learning Optimal Conformal Classifiers David Stutz Krishnamurthy Dvijotham Dvijotham A. Cemgil Arnaud Doucet 19 79 0 18 Oct 2021
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 97 125 0 03 Oct 2021