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Conformal Inference for Online Prediction with Arbitrary Distribution Shifts

17 August 2022

Isaac Gibbs

Emmanuel Candès

Papers citing "Conformal Inference for Online Prediction with Arbitrary Distribution Shifts"

24 / 24 papers shown

Title
Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback Michelle Zhao Reid G. Simmons H. Admoni Aaditya Ramdas Andrea Bajcsy 423 4 0 11 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 975 5 0 09 Oct 2024
The Benefit of Being Bayesian in Online Conformal Prediction Zhiyu Zhang Zhou Lu Heng Yang 152 3 0 03 Oct 2024
Conformal Distributed Remote Inference in Sensor Networks Under Reliability and Communication Constraints Meiyi Zhu Matteo Zecchin Sangwoo Park Caili Guo Chunyan Feng P. Popovski Osvaldo Simeone 95 3 0 12 Sep 2024
Formal Verification and Control with Conformal Prediction Lars Lindemann Yiqi Zhao Xinyi Yu George J. Pappas Jyotirmoy Deshmukh 695 17 0 31 Aug 2024
SoNIC: Safe Social Navigation with Adaptive Conformal Inference and Constrained Reinforcement Learning Jianpeng Yao Xiaopan Zhang Yu Xia Zejin Wang Amit K. Roy-Chowdhury Jiachen Li 221 2 0 24 Jul 2024
JANET: Joint Adaptive predictioN-region Estimation for Time-series Eshant English Eliot Wong-Toi Matteo Fontana Stephan Mandt Padhraic Smyth Christoph Lippert AI4TS 212 2 0 08 Jul 2024
CHAMP: Conformalized 3D Human Multi-Hypothesis Pose Estimators Harry Zhang Luca Carlone 3DH 213 1 0 27 May 2024
Stochastic Online Conformal Prediction with Semi-Bandit Feedback Haosen Ge Hamsa Bastani Osbert Bastani 195 1 0 22 May 2024
Conditional Shift-Robust Conformal Prediction for Graph Neural Network Akansha Agrawal UQCV 211 1 0 20 May 2024
Practical Adversarial Multivalid Conformal Prediction Osbert Bastani Varun Gupta Christopher Jung Georgy Noarov Ramya Ramalingam Aaron Roth 195 55 0 02 Jun 2022
Conformal Prediction with Temporal Quantile Adjustments Zhen Lin Shubhendu Trivedi Jimeng Sun AI4TS 105 19 0 20 May 2022
Adaptive Conformal Predictions for Time Series Margaux Zaffran Aymeric Dieuleveut Olivier Féron Y. Goude Julie Josse AI4TS 182 133 0 15 Feb 2022
Adaptive Conformal Inference Under Distribution Shift Isaac Gibbs Emmanuel Candès 182 248 0 01 Jun 2021
Distribution-free uncertainty quantification for classification under label shift Aleksandr Podkopaev Aaditya Ramdas UQCV 61 86 0 04 Mar 2021
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 183 1,434 0 14 Dec 2020
Adaptive Regret for Control of Time-Varying Dynamics Paula Gradu Elad Hazan Edgar Minasyan 72 47 0 08 Jul 2020
Introduction to Online Convex Optimization Elad Hazan OffRL 175 1,932 0 07 Sep 2019
Conformalized Quantile Regression Yaniv Romano Evan Patterson Emmanuel J. Candès 486 614 0 08 May 2019
The limits of distribution-free conditional predictive inference Rina Foygel Barber Emmanuel J. Candès Aaditya Ramdas Robert Tibshirani UQCV 390 275 0 12 Mar 2019
Exact and Robust Conformal Inference Methods for Predictive Machine Learning With Dependent Data Victor Chernozhukov Kaspar Wüthrich Yinchu Zhu OOD 83 93 0 17 Feb 2018
Least Ambiguous Set-Valued Classifiers with Bounded Error Levels Mauricio Sadinle Jing Lei Larry A. Wasserman 181 247 0 02 Sep 2016
Optimal learning with Bernstein Online Aggregation Olivier Wintenberger FedML 114 78 0 04 Apr 2014
A tutorial on conformal prediction Glenn Shafer V. Vovk 452 1,144 0 21 Jun 2007