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
Identifying Light-curve Signals with a Deep Learning Based Object Detection Algorithm. II. A General Light Curve Classification Framework Kaiming Cui D. J. Armstrong Fabo Feng 29 2 0 14 Nov 2023
A Saliency-based Clustering Framework for Identifying Aberrant Predictions A. Tersol Montserrat Alexander R. Loftus Yael Daihes 12 0 0 11 Nov 2023
Early-Exit Neural Networks with Nested Prediction Sets Metod Jazbec Patrick Forré Stephan Mandt Dan Zhang Eric T. Nalisnick UQCV 37 1 0 10 Nov 2023
Controlling FSR in Selective Classification Guanlan Zhao Zhonggen Su 32 0 0 07 Nov 2023
Conformal Policy Learning for Sensorimotor Control Under Distribution Shifts Huang Huang Satvik Sharma Antonio Loquercio Anastasios Nikolas Angelopoulos Kenneth Y. Goldberg Jitendra Malik 53 5 0 02 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 41 22 0 10 Oct 2023
Distribution-free risk assessment of regression-based machine learning algorithms Sukrita Singh Neeraj Sarna Yuanyuan Li Yang Li Agni Orfanoudaki Michael Berger OOD 19 3 0 05 Oct 2023
Conformal Predictions for Longitudinal Data Devesh Batra Salvatore Mercuri Raad Khraishi 60 1 0 04 Oct 2023
Conformal Temporal Logic Planning using Large Language Models Jun Wang J. Tong Kai Liang Tan Yevgeniy Vorobeychik Y. Kantaros LM&Ro 58 20 0 18 Sep 2023
Flexible Visual Recognition by Evidential Modeling of Confusion and Ignorance Lei Fan Bo Liu Haoxiang Li Ying Wu Gang Hua 31 4 0 14 Sep 2023
RR-CP: Reliable-Region-Based Conformal Prediction for Trustworthy Medical Image Classification Yizhe Zhang Shuo Wang Yejia Zhang Da Chen MedIm 33 4 0 09 Sep 2023
Conformal Autoregressive Generation: Beam Search with Coverage Guarantees Nicolas Deutschmann Marvin Alberts María Rodríguez Martínez UQLM 45 11 0 07 Sep 2023
An Uncertainty-Aware Pseudo-Label Selection Framework using Regularized Conformal Prediction An T. Le 19 0 0 30 Aug 2023
Group-Conditional Conformal Prediction via Quantile Regression Calibration for Crop and Weed Classification P. Melki Lionel Bombrun Boubacar Diallo Jérôme Dias Jean-Pierre da Costa 39 7 0 29 Aug 2023
When Are Two Lists Better than One?: Benefits and Harms in Joint Decision-making Kate Donahue Sreenivas Gollapudi Kostas Kollias 29 3 0 22 Aug 2023
Robust Uncertainty Quantification Using Conformalised Monte Carlo Prediction Daniel Bethell Simos Gerasimou R. Calinescu 18 7 0 18 Aug 2023
Conformal Predictions Enhanced Expert-guided Meshing with Graph Neural Networks Amin Heyrani Nobari J. Rey S. Kodali Matthew Jones Faez Ahmed AI4CE 19 1 0 14 Aug 2023
Probabilistically robust conformal prediction Subhankar Ghosh Yuanjie Shi Taha Belkhouja Yan Yan J. Doppa Brian Jones AAML 25 17 0 31 Jul 2023
Information-theoretic Analysis of Test Data Sensitivity in Uncertainty Futoshi Futami Tomoharu Iwata UD PER 22 3 0 23 Jul 2023
A Holistic Assessment of the Reliability of Machine Learning Systems Anthony Corso David Karamadian Romeo Valentin Mary Cooper Mykel J. Kochenderfer 32 6 0 20 Jul 2023
Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph Learning Yutian Pang Jueming Hu Christopher S. Lieber N. Cooke Yongming Liu 13 20 0 20 Jul 2023
Conformal prediction under ambiguous ground truth David Stutz Abhijit Guha Roy Tatiana Matejovicova Patricia Strachan A. Cemgil Arnaud Doucet 31 17 0 18 Jul 2023
TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal Prediction Shuo Li Sangdon Park Insup Lee Osbert Bastani RALM HILM 38 8 0 07 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 64 220 0 04 Jul 2023
Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data Kevin Kasa Graham W. Taylor 45 2 0 03 Jul 2023
CAMMARL: Conformal Action Modeling in Multi Agent Reinforcement Learning Nikunj Gupta Somjit Nath Samira Ebrahimi Kahou 28 0 0 19 Jun 2023
Conformal Language Modeling Victor Quach Adam Fisch Tal Schuster Adam Yala J. Sohn Tommi Jaakkola Regina Barzilay 82 56 0 16 Jun 2023
Class-Conditional Conformal Prediction with Many Classes Tiffany Ding Anastasios Nikolas Angelopoulos Stephen Bates Michael I. Jordan R. Tibshirani 8 41 0 15 Jun 2023
MUBen: Benchmarking the Uncertainty of Molecular Representation Models Yinghao Li Lingkai Kong Yuanqi Du Yue Yu Yuchen Zhuang Wenhao Mu Chao Zhang 37 9 0 14 Jun 2023
On the Expected Size of Conformal Prediction Sets Guneet Singh Dhillon George Deligiannidis Tom Rainforth 26 9 0 12 Jun 2023
Conformal Prediction for Federated Uncertainty Quantification Under Label Shift Vincent Plassier Mehdi Makni Aleksandr Rubashevskii Eric Moulines Maxim Panov FedML 21 16 0 08 Jun 2023
Towards Anytime Classification in Early-Exit Architectures by Enforcing Conditional Monotonicity Metod Jazbec J. Allingham Dan Zhang Eric T. Nalisnick 24 11 0 05 Jun 2023
A Data-Driven Measure of Relative Uncertainty for Misclassification Detection Eduardo Dadalto Camara Gomes Marco Romanelli Georg Pichler Pablo Piantanida UQCV 43 5 0 02 Jun 2023
Quantifying Deep Learning Model Uncertainty in Conformal Prediction Hamed Karimi Reza Samavi UQCV 13 9 0 01 Jun 2023
Beyond Confidence: Reliable Models Should Also Consider Atypicality Mert Yuksekgonul Linjun Zhang James Zou Carlos Guestrin 32 20 0 29 May 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 22 65 0 28 May 2023
Federated Conformal Predictors for Distributed Uncertainty Quantification Charles Lu Yaodong Yu Sai Praneeth Karimireddy Michael I. Jordan Ramesh Raskar FedML 44 22 0 27 May 2023
Uncertainty Quantification over Graph with Conformalized Graph Neural Networks Kexin Huang Ying Jin Emmanuel Candès J. Leskovec 43 58 0 23 May 2023
Safe Perception-Based Control under Stochastic Sensor Uncertainty using Conformal Prediction Shuo Yang George J. Pappas Rahul Mangharam Lars Lindemann 27 20 0 01 Apr 2023
Conformal Prediction for Time Series with Modern Hopfield Networks Andreas Auer M. Gauch D. Klotz Sepp Hochreiter AI4TS 27 27 0 22 Mar 2023
Object Pose Estimation with Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty Propagation Heng Yang Marco Pavone 36 35 0 22 Mar 2023
Improving Uncertainty Quantification of Deep Classifiers via Neighborhood Conformal Prediction: Novel Algorithm and Theoretical Analysis Subhankar Ghosh Taha Belkhouja Yan Yan J. Doppa UQCV 52 17 0 19 Mar 2023
PAC Prediction Sets for Large Language Models of Code Adam Khakhar Stephen Mell Osbert Bastani 22 6 0 17 Feb 2023
Improved Online Conformal Prediction via Strongly Adaptive Online Learning Aadyot Bhatnagar Haiquan Wang Caiming Xiong Yu Bai AI4TS 33 48 0 15 Feb 2023
Fast Online Value-Maximizing Prediction Sets with Conformal Cost Control Zhen Lin Shubhendu Trivedi Cao Xiao Jimeng Sung 27 2 0 02 Feb 2023
Conformal inference is (almost) free for neural networks trained with early stopping Zi-Chen Liang Yan Zhou Matteo Sesia BDL 20 11 0 27 Jan 2023
Sequential Predictive Conformal Inference for Time Series Chen Xu Yao Xie UQLM AI4TS 39 33 0 07 Dec 2022
On the effectiveness of partial variance reduction in federated learning with heterogeneous data Bo-wen Li Mikkel N. Schmidt T. S. Alstrøm Sebastian U. Stich FedML 37 9 0 05 Dec 2022
Distribution Free Prediction Sets for Node Classification J. Clarkson AI4CE 45 24 0 26 Nov 2022