Predictive Inference with Feature Conformal Prediction

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Predictive Inference with Feature Conformal Prediction

1 October 2022

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Papers citing "Predictive Inference with Feature Conformal Prediction"

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Title
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition Bruno Viti Elias Karabelas Martin Holler 178 0 0 20 May 2025
Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting Model Xiannan Huang Shuhan Qiu AI4TS 103 0 0 13 May 2025
Cocoon: Robust Multi-Modal Perception with Uncertainty-Aware Sensor Fusion Minkyoung Cho Yulong Cao Jiachen Sun Qingzhao Zhang Marco Pavone Jeong Joon Park Heng Yang Z. Morley Mao 79 2 0 16 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 1.0K 5 0 09 Oct 2024
Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty Luca Mossina Joseba Dalmau Léo Andéol UQCV 214 15 0 16 Apr 2024
Uncertainty quantification for probabilistic machine learning in earth observation using conformal prediction Geethen Singh Glenn Moncrieff Zander Venter Kerry Cawse-Nicholson Jasper Slingsby Tamara B. Robinson 102 14 0 12 Jan 2024
Towards Modeling Uncertainties of Self-explaining Neural Networks via Conformal Prediction Wei Qian Chenxu Zhao Yangyi Li Fenglong Ma Chao Zhang Mengdi Huai UQCV 89 5 0 03 Jan 2024
How Good Are Deep Generative Models for Solving Inverse Problems? Shichong Peng Alireza Moazeni Ke Li DiffM 58 0 0 20 Dec 2023
Conformal Prediction for Deep Classifier via Label Ranking Jianguo Huang Huajun Xi Linjun Zhang Huaxiu Yao Yue Qiu Hongxin Wei 223 26 0 10 Oct 2023
PAGER: A Framework for Failure Analysis of Deep Regression Models Jayaraman J. Thiagarajan V. Narayanaswamy Puja Trivedi Rushil Anirudh 65 0 0 20 Sep 2023
Federated Inference with Reliable Uncertainty Quantification over Wireless Channels via Conformal Prediction Meiyi Zhu Matteo Zecchin Sangwoo Park Caili Guo Chunyan Feng Osvaldo Simeone FedML 135 10 0 08 Aug 2023
Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data Kevin Kasa Graham W. Taylor 104 4 0 03 Jul 2023
Conformal Prediction for Time Series with Modern Hopfield Networks Andreas Auer M. Gauch D. Klotz Sepp Hochreiter AI4TS 99 30 0 22 Mar 2023
Improving Adaptive Conformal Prediction Using Self-Supervised Learning Nabeel Seedat Alan Jeffares F. Imrie M. Schaar SSL 109 16 0 23 Feb 2023
Distributional GFlowNets with Quantile Flows Dinghuai Zhang L. Pan Ricky T. Q. Chen Aaron Courville Yoshua Bengio 96 28 0 11 Feb 2023
Distribution Free Prediction Sets for Node Classification J. Clarkson AI4CE 125 25 0 26 Nov 2022
Conffusion: Confidence Intervals for Diffusion Models Eliahu Horwitz Yedid Hoshen DiffM 83 29 0 17 Nov 2022
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey S. Sun AI4CE 131 11 0 08 Sep 2022