Learning Optimal Conformal Classifiers

18 October 2021

David Stutz

Krishnamurthy Dvijotham

Papers citing "Learning Optimal Conformal Classifiers"

50 / 60 papers shown

Title
Assumption-free fidelity bounds for hardware noise characterization Nicolo Colombo 19 0 0 09 Apr 2025
Egocentric Conformal Prediction for Safe and Efficient Navigation in Dynamic Cluttered Environments Jaeuk Shin Jungjin Lee Insoon Yang 62 0 0 01 Apr 2025
Robust Conformal Prediction with a Single Binary Certificate Soroush H. Zargarbashi Aleksandar Bojchevski 39 0 0 07 Mar 2025
Volume Optimality in Conformal Prediction with Structured Prediction Sets Chao Gao Liren Shan Vaidehi Srinivas Aravindan Vijayaraghavan 43 1 0 23 Feb 2025
Likelihood-Ratio Regularized Quantile Regression: Adapting Conformal Prediction to High-Dimensional Covariate Shifts Sunay Joshi Shayan Kiyani George Pappas Edgar Dobriban Hamed Hassani 68 0 0 18 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
CUPS: Improving Human Pose-Shape Estimators with Conformalized Deep Uncertainty Harry Zhang Luca Carlone 3DH 104 0 0 11 Dec 2024
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 37 2 0 03 Nov 2024
SAT: Data-light Uncertainty Set Merging via Synthetics, Aggregation, and Test Inversion Shenghao Qin Jianliang He Bowen Gang Yin Xia 33 0 0 16 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 63 4 0 12 Oct 2024
End-to-End Conformal Calibration for Optimization Under Uncertainty Christopher Yeh Nicolas H. Christianson Alan Wu Adam Wierman Yisong Yue 26 3 0 30 Sep 2024
Benchmarking Graph Conformal Prediction: Empirical Analysis, Scalability, and Theoretical Insights Pranav Maneriker Aditya T. Vadlamani Anutam Srinivasan Yuntian He Ali Payani Srinivasan Parthasarathy 26 0 0 26 Sep 2024
Adjusting Regression Models for Conditional Uncertainty Calibration Ruijiang Gao Mingzhang Yin James McInerney Nathan Kallus 26 0 0 26 Sep 2024
Formal Verification and Control with Conformal Prediction Lars Lindemann Yiqi Zhao Xinyi Yu George J. Pappas Jyotirmoy V. Deshmukh 60 14 0 31 Aug 2024
RoCP-GNN: Robust Conformal Prediction for Graph Neural Networks in Node-Classification S. Akansha 32 0 0 25 Aug 2024
Adaptive Uncertainty Quantification for Generative AI Jungeum Kim Sean O'Hagan Veronika Rockova MedIm 38 2 0 16 Aug 2024
Trustworthy Classification through Rank-Based Conformal Prediction Sets Rui Luo Zhixin Zhou 34 12 0 05 Jul 2024
Length Optimization in Conformal Prediction Shayan Kiyani George Pappas Hamed Hassani 31 14 0 27 Jun 2024
Large language model validity via enhanced conformal prediction methods John J. Cherian Isaac Gibbs Emmanuel J. Candès 26 21 0 14 Jun 2024
Boosted Conformal Prediction Intervals Ran Xie Rina Foygel Barber Emmanuel J. Candès 18 4 0 11 Jun 2024
Normalizing Flows for Conformal Regression Nicolo Colombo 38 6 0 05 Jun 2024
CHAMP: Conformalized 3D Human Multi-Hypothesis Pose Estimators Harry Zhang Luca Carlone 3DH 66 1 0 27 May 2024
An Information Theoretic Perspective on Conformal Prediction Alvaro H.C. Correia F. V. Massoli Christos Louizos Arash Behboodi 31 3 0 03 May 2024
Provably Robust Conformal Prediction with Improved Efficiency Ge Yan Yaniv Romano Tsui-Wei Weng 23 10 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 Philip S. Yu AI4CE 29 1 0 23 Apr 2024
Probabilistic Calibration by Design for Neural Network Regression V. Dheur Souhaib Ben Taieb 29 3 0 18 Mar 2024
Conformalized Credal Set Predictors Alireza Javanmardi David Stutz Eyke Hüllermeier 24 11 0 16 Feb 2024
Cross-Validation Conformal Risk Control K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 31 4 0 22 Jan 2024
Generalization and Informativeness of Conformal Prediction Matteo Zecchin Sangwoo Park Osvaldo Simeone Fredrik Hellström 32 6 0 22 Jan 2024
Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals Patrick Altmeyer Mojtaba Farmanbar A. V. Deursen Cynthia C. S. Liem 26 2 0 17 Dec 2023
Multi-Modal Conformal Prediction Regions with Simple Structures by Optimizing Convex Shape Templates Renukanandan Tumu Matthew Cleaveland Rahul Mangharam George J. Pappas Lars Lindemann 26 2 0 12 Dec 2023
PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction Apoorva Sharma Sushant Veer Asher Hancock Heng Yang Marco Pavone Anirudha Majumdar 47 8 0 07 Dec 2023
On the Out-of-Distribution Coverage of Combining Split Conformal Prediction and Bayesian Deep Learning Paul Scemama Ariel Kapusta 34 0 0 21 Nov 2023
On the Temperature of Bayesian Graph Neural Networks for Conformal Prediction Seohyeon Cha Honggu Kang Joonhyuk Kang 18 3 0 17 Oct 2023
Forking Uncertainties: Reliable Prediction and Model Predictive Control with Sequence Models via Conformal Risk Control Matteo Zecchin Sangwoo Park Osvaldo Simeone 26 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 35 21 0 10 Oct 2023
Conformal prediction under ambiguous ground truth David Stutz Abhijit Guha Roy Tatiana Matejovicova Patricia Strachan A. Cemgil Arnaud Doucet 29 15 0 18 Jul 2023
Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data Kevin Kasa Graham W. Taylor 30 2 0 03 Jul 2023
On the Expected Size of Conformal Prediction Sets Guneet Singh Dhillon George Deligiannidis Tom Rainforth 19 8 0 12 Jun 2023
On training locally adaptive CP Nicolo Colombo 30 6 0 05 Jun 2023
Uncertainty Quantification over Graph with Conformalized Graph Neural Networks Kexin Huang Ying Jin Emmanuel Candès J. Leskovec 35 57 0 23 May 2023
Knowing When to Stop: Delay-Adaptive Spiking Neural Network Classifiers with Reliability Guarantees Jiechen Chen Sangwoo Park Osvaldo Simeone 29 7 0 18 May 2023
Conformal Prediction Regions for Time Series using Linear Complementarity Programming Matthew Cleaveland Insup Lee George J. Pappas Lars Lindemann 28 29 0 03 Apr 2023
Object Pose Estimation with Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty Propagation Heng Yang Marco Pavone 22 35 0 22 Mar 2023
Improved Online Conformal Prediction via Strongly Adaptive Online Learning Aadyot Bhatnagar Haiquan Wang Caiming Xiong Yu Bai AI4TS 31 47 0 15 Feb 2023
Reliable Prediction Intervals with Directly Optimized Inductive Conformal Regression for Deep Learning Haocheng Lei A. Bellotti 18 6 0 02 Feb 2023
Conformal inference is (almost) free for neural networks trained with early stopping Zi-Chen Liang Yan Zhou Matteo Sesia BDL 16 10 0 27 Jan 2023
Calibrating AI Models for Wireless Communications via Conformal Prediction K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 24 6 0 15 Dec 2022
Distribution Free Prediction Sets for Node Classification J. Clarkson AI4CE 35 24 0 26 Nov 2022