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 / 216 papers shown

Title
Trustworthy Classification through Rank-Based Conformal Prediction Sets Rui Luo Zhixin Zhou 42 12 0 05 Jul 2024
Bridging Model Heterogeneity in Federated Learning via Uncertainty-based Asymmetrical Reciprocity Learning Jiaqi Wang Chenxu Zhao Lingjuan Lyu Quanzeng You Mengdi Huai Fenglong Ma FedML 45 3 0 03 Jul 2024
Improve ROI with Causal Learning and Conformal Prediction Meng Ai Zhuo Chen Jibin Wang Jing Shang Tao Tao Zhen Li 37 0 0 01 Jul 2024
Conformalized Link Prediction on Graph Neural Networks Tianyi Zhao Jian Kang Lu Cheng 39 7 0 26 Jun 2024
Evidential Uncertainty Sets in Deep Classifiers Using Conformal Prediction Hamed Karimi Reza Samavi BDL EDL UQCV 45 1 0 16 Jun 2024
The Penalized Inverse Probability Measure for Conformal Classification P. Melki Lionel Bombrun Boubacar Diallo Jérôme Dias Jean-Pierre da Costa 45 2 0 13 Jun 2024
Conformal Prediction for Class-wise Coverage via Augmented Label Rank Calibration Yuanjie Shi Subhankar Ghosh Taha Belkhouja J. Doppa Yan Yan 40 0 0 10 Jun 2024
Learning Cellular Network Connection Quality with Conformal Hanyang Jiang Elizabeth Belding Ellen Zegure Yao Xie 18 1 0 04 Jun 2024
Adapting Conformal Prediction to Distribution Shifts Without Labels Kevin Kasa Zhiyu Zhang Heng Yang Graham W. Taylor 39 1 0 03 Jun 2024
Conformal Depression Prediction Yonghong Li Shan Qu Xiuzhuang Zhou 34 2 0 29 May 2024
Valid Conformal Prediction for Dynamic GNNs Ed Davis Ian Gallagher Daniel J. Lawson Patrick Rubin-Delanchy AI4CE 47 4 0 29 May 2024
Task-Driven Uncertainty Quantification in Inverse Problems via Conformal Prediction Jeffrey Wen Rizwan Ahmad Philip Schniter 41 2 0 28 May 2024
Towards Human-AI Complementarity with Predictions Sets Giovanni De Toni Nastaran Okati Suhas Thejaswi Eleni Straitouri Manuel Gomez Rodriguez 48 5 0 27 May 2024
Uncertainty Quantification for Neurosymbolic Programs via Compositional Conformal Prediction Ramya Ramalingam Sangdon Park Osbert Bastani 36 1 0 24 May 2024
Similarity-Navigated Conformal Prediction for Graph Neural Networks Jianqing Song Jianguo Huang Wenyu Jiang Baoming Zhang Shuangjie Li Chongjun Wang 48 2 0 23 May 2024
Conditional Shift-Robust Conformal Prediction for Graph Neural Network Akansha Agrawal UQCV 55 1 0 20 May 2024
The Pitfalls and Promise of Conformal Inference Under Adversarial Attacks Ziquan Liu Yufei Cui Yan Yan Yi Tian Xu Xiangyang Ji Xue Liu Antoni B. Chan AAML 27 2 0 14 May 2024
Conformal Online Auction Design Jiale Han Xiaowu Dai 34 2 0 11 May 2024
Efficient Online Set-valued Classification with Bandit Feedback Zhou Wang Xingye Qiao OffRL 50 0 0 07 May 2024
A Conformal Prediction Score that is Robust to Label Noise Coby Penso Jacob Goldberger 24 6 0 04 May 2024
An Information Theoretic Perspective on Conformal Prediction Alvaro H.C. Correia F. V. Massoli Christos Louizos Arash Behboodi 36 3 0 03 May 2024
Conformal Risk Control for Ordinal Classification Yunpeng Xu Wenge Guo Zhi Wei 27 6 0 01 May 2024
Provably Robust Conformal Prediction with Improved Efficiency Ge Yan Yaniv Romano Tsui-Wei Weng 31 11 0 30 Apr 2024
Uncertainty Quantification on Graph Learning: A Survey Chao Chen Chenghua Guo Rui Xu Xiangwen Liao Xi Zhang Sihong Xie Hui Xiong Mohit Bansal AI4CE 37 1 0 23 Apr 2024
Improving the interpretability of GNN predictions through conformal-based graph sparsification Pablo Sánchez-Martín Kinaan Aamir Khan Isabel Valera 29 3 0 18 Apr 2024
Hyper Evidential Deep Learning to Quantify Composite Classification Uncertainty Changbin Li Kangshuo Li Yuzhe Ou Lance M. Kaplan A. Jøsang Jin-Hee Cho Dong Hyun. Jeong Feng Chen UQCV BDL EDL 43 5 0 17 Apr 2024
Conformal Prediction via Regression-as-Classification E. Guha Shlok Natarajan Thomas Möllenhoff Mohammad Emtiyaz Khan Eugène Ndiaye 26 11 0 12 Apr 2024
Coverage-Guaranteed Prediction Sets for Out-of-Distribution Data Xin Zou Weiwei Liu 24 3 0 29 Mar 2024
Conformal Intent Classification and Clarification for Fast and Accurate Intent Recognition Floris den Hengst Ralf Wolter Patrick Altmeyer Arda Kaygan 22 2 0 27 Mar 2024
Out-of-Distribution Detection Should Use Conformal Prediction (and Vice-versa?) Paul Novello Joseba Dalmau Léo Andéol OODD 37 2 0 18 Mar 2024
Conformal Predictions for Probabilistically Robust Scalable Machine Learning Classification Alberto Carlevaro Teodoro Alamo Fabrizio Dabbene Maurizio Mongelli 28 2 0 15 Mar 2024
Adaptive Bounding Box Uncertainties via Two-Step Conformal Prediction Alexander Timans C. Straehle K. Sakmann Eric T. Nalisnick 36 6 0 12 Mar 2024
Detectors for Safe and Reliable LLMs: Implementations, Uses, and Limitations Swapnaja Achintalwar Adriana Alvarado Garcia Ateret Anaby-Tavor Ioana Baldini Sara E. Berger ... Aashka Trivedi Kush R. Varshney Dennis L. Wei Shalisha Witherspooon Marcel Zalmanovici 38 10 0 09 Mar 2024
Conformal prediction for multi-dimensional time series by ellipsoidal sets Chen Xu Hanyang Jiang Yao Xie 35 20 0 06 Mar 2024
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access Jiayuan Su Jing Luo Hongwei Wang Lu Cheng 82 16 0 02 Mar 2024
Conformalized Selective Regression Anna Sokol Nuno Moniz Nitesh Chawla 38 1 0 26 Feb 2024
Conformalized Credal Set Predictors Alireza Javanmardi David Stutz Eyke Hüllermeier 28 11 0 16 Feb 2024
Regression Trees for Fast and Adaptive Prediction Intervals Luben M. C. Cabezas Mateus P. Otto Rafael Izbicki R. Stern 31 4 0 12 Feb 2024
On Temperature Scaling and Conformal Prediction of Deep Classifiers Lahav Dabah Tom Tirer 40 1 0 08 Feb 2024
Non-Exchangeable Conformal Language Generation with Nearest Neighbors Dennis Ulmer Chrysoula Zerva André F. T. Martins 38 11 0 01 Feb 2024
Conformal Prediction Sets Improve Human Decision Making Jesse C. Cresswell Yi Sui Bhargava Kumar Noël Vouitsis 26 18 0 24 Jan 2024
Benchmarking LLMs via Uncertainty Quantification Fanghua Ye Mingming Yang Jianhui Pang Longyue Wang Derek F. Wong Emine Yilmaz Shuming Shi Zhaopeng Tu ELM 25 47 0 23 Jan 2024
Cross-Validation Conformal Risk Control K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 39 4 0 22 Jan 2024
Evaluating the Utility of Conformal Prediction Sets for AI-Advised Image Labeling Dongping Zhang Angelos Chatzimparmpas Negar Kamali Jessica Hullman 39 7 0 16 Jan 2024
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point Processes V. Dheur T. Bosser Rafael Izbicki Souhaib Ben Taieb AI4TS 33 5 0 09 Jan 2024
Marginal Debiased Network for Fair Visual Recognition Mei Wang Weihong Deng Sen Su 40 0 0 04 Jan 2024
Empirical Validation of Conformal Prediction for Trustworthy Skin Lesions Classification Jamil Fayyad Shadi Alijani Homayoun Najjaran OOD 47 6 0 12 Dec 2023
Uncertainty quantification in automated valuation models with spatially weighted conformal prediction Anders Hjort G. Hermansen Johan Pensar Jonathan P. Williams 36 1 0 11 Dec 2023
Role of Uncertainty in Anticipatory Trajectory Prediction for a Ping-Pong Playing Robot Nima Rahmanian Michael Gupta Renzo Soatto Srisai Nachuri Michael Psenka Yi Ma S. Shankar Sastry 16 0 0 05 Dec 2023
On the Out-of-Distribution Coverage of Combining Split Conformal Prediction and Bayesian Deep Learning Paul Scemama Ariel Kapusta 48 0 0 21 Nov 2023