A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification

15 July 2021

Papers citing "A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification"

36 / 86 papers shown

Title
Conformal Predictive Safety Filter for RL Controllers in Dynamic Environments Kegan J. Strawn Nora Ayanian Lars Lindemann 24 8 0 05 Jun 2023
Federated Conformal Predictors for Distributed Uncertainty Quantification Charles Lu Yaodong Yu Sai Praneeth Karimireddy Michael I. Jordan Ramesh Raskar FedML 25 21 0 27 May 2023
Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine Learning Sangwoo Park Osvaldo Simeone 19 9 0 06 Apr 2023
Conformal Prediction Regions for Time Series using Linear Complementarity Programming Matthew Cleaveland Insup Lee George J. Pappas Lars Lindemann 21 29 0 03 Apr 2023
Development and Evaluation of Conformal Prediction Methods for QSAR Yuting Xu Andy Liaw R. Sheridan V. Svetnik 11 2 0 03 Apr 2023
Evaluating the Fairness of Deep Learning Uncertainty Estimates in Medical Image Analysis Raghav Mehta Changjian Shui Tal Arbel 16 12 0 06 Mar 2023
Improved Online Conformal Prediction via Strongly Adaptive Online Learning Aadyot Bhatnagar Haiquan Wang Caiming Xiong Yu Bai AI4TS 25 47 0 15 Feb 2023
Physics Constrained Motion Prediction with Uncertainty Quantification Renukanandan Tumu Lars Lindemann Truong X. Nghiem Rahul Mangharam 16 19 0 02 Feb 2023
Conformal Prediction for Trustworthy Detection of Railway Signals Léo Andéol Thomas Fel F. D. Grancey Luca Mossina 19 5 0 26 Jan 2023
Loss-Controlling Calibration for Predictive Models Di Wang Junzhi Shi Pingping Wang Shuo Zhuang Hongyue Li 21 0 0 11 Jan 2023
Conformal Loss-Controlling Prediction Di Wang Pingping Wang Zhong Ji Xiaojun Yang Hongyue Li 13 1 0 06 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
Adaptive Conformal Prediction for Motion Planning among Dynamic Agents Anushri Dixit Lars Lindemann Skylar X. Wei Matthew Cleaveland George J. Pappas J. W. Burdick 17 60 0 01 Dec 2022
Distribution Free Prediction Sets for Node Classification J. Clarkson AI4CE 30 24 0 26 Nov 2022
Conffusion: Confidence Intervals for Diffusion Models Eliahu Horwitz Yedid Hoshen DiffM 16 28 0 17 Nov 2022
Towards Reliable Zero Shot Classification in Self-Supervised Models with Conformal Prediction Bhawesh Kumar Anil Palepu Rudraksh Tuwani Andrew L. Beam 12 8 0 27 Oct 2022
Extending Conformal Prediction to Hidden Markov Models with Exact Validity via de Finetti's Theorem for Markov Chains Buddhika Nettasinghe S. Chatterjee R. Tipireddy M. Halappanavar 47 11 0 05 Oct 2022
Batch Multivalid Conformal Prediction Christopher Jung Georgy Noarov Ramya Ramalingam Aaron Roth 58 48 0 30 Sep 2022
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey S. Sun AI4CE 23 10 0 08 Sep 2022
The Neural Process Family: Survey, Applications and Perspectives Saurav Jha Dong Gong Xuesong Wang Richard E. Turner L. Yao BDL 63 24 0 01 Sep 2022
Semantic uncertainty intervals for disentangled latent spaces S. Sankaranarayanan Anastasios Nikolas Angelopoulos Stephen Bates Yaniv Romano Phillip Isola UQCV 16 21 0 20 Jul 2022
Estimating Test Performance for AI Medical Devices under Distribution Shift with Conformal Prediction Charles Lu Syed Rakin Ahmed Praveer Singh Jayashree Kalpathy-Cramer OOD 12 5 0 12 Jul 2022
Improved conformalized quantile regression Martim Sousa Ana Maria Tomé José Manuel Moreira 26 6 0 06 Jul 2022
Recommendation Systems with Distribution-Free Reliability Guarantees Anastasios Nikolas Angelopoulos K. Krauth Stephen Bates Yixin Wang Michael I. Jordan 28 12 0 04 Jul 2022
Batch-Ensemble Stochastic Neural Networks for Out-of-Distribution Detection Xiongjie Chen Yunpeng Li Yongxin Yang UQCV OODD 6 3 0 26 Jun 2022
Modular Conformal Calibration Charles Marx Shengjia Zhao W. Neiswanger Stefano Ermon 24 15 0 23 Jun 2022
Simple Regularisation for Uncertainty-Aware Knowledge Distillation Martin Ferianc Miguel R. D. Rodrigues UQCV 34 0 0 19 May 2022
On the Utility of Prediction Sets in Human-AI Teams Varun Babbar Umang Bhatt Adrian Weller 12 31 0 03 May 2022
Tomayto, Tomahto. Beyond Token-level Answer Equivalence for Question Answering Evaluation Jannis Bulian Christian Buck Wojciech Gajewski Benjamin Boerschinger Tal Schuster 22 43 0 15 Feb 2022
Adaptive Conformal Predictions for Time Series Margaux Zaffran Aymeric Dieuleveut Olivier Féron Y. Goude Julie Josse AI4TS 28 127 0 15 Feb 2022
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 171 870 0 21 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 95 126 0 03 Oct 2021
Consistent Accelerated Inference via Confident Adaptive Transformers Tal Schuster Adam Fisch Tommi Jaakkola Regina Barzilay AI4TS 182 69 0 18 Apr 2021
Few-shot Conformal Prediction with Auxiliary Tasks Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 176 53 0 17 Feb 2021
DEUP: Direct Epistemic Uncertainty Prediction Salem Lahlou Moksh Jain Hadi Nekoei V. Butoi Paul Bertin Jarrid Rector-Brooks Maksym Korablyov Yoshua Bengio PER UQLM UQCV UD 195 81 0 16 Feb 2021
Cross-conformal predictors V. Vovk 115 194 0 03 Aug 2012