Adaptive Conformal Inference Under Distribution Shift

1 June 2021

Isaac Gibbs

Emmanuel Candès

Papers citing "Adaptive Conformal Inference Under Distribution Shift"

48 / 48 papers shown

Title
Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weighting Shai Feldman Stephen Bates Yaniv Romano 29 0 0 07 May 2025
Leave-One-Out Stable Conformal Prediction Kiljae Lee Yuan Zhang 34 0 0 16 Apr 2025
Conformal Calibration: Ensuring the Reliability of Black-Box AI in Wireless Systems Osvaldo Simeone Sangwoo Park Matteo Zecchin 115 0 0 12 Apr 2025
Online Conformal Probabilistic Numerics via Adaptive Edge-Cloud Offloading Qiushuo Hou Sangwoo Park Matteo Zecchin Yunlong Cai G. Yu Osvaldo Simeone 64 0 0 18 Mar 2025
Mirror Online Conformal Prediction with Intermittent Feedback Bowen Wang Matteo Zecchin Osvaldo Simeone CLL 55 1 0 13 Mar 2025
From Uncertain to Safe: Conformal Fine-Tuning of Diffusion Models for Safe PDE Control Peiyan Hu Xiaowei Qian Wenhao Deng Rui Wang Haodong Feng ... Tao Zhang Long Wei Yue Wang Zhi-Ming Ma Tailin Wu AI4CE 118 0 0 04 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
Conformal Risk Minimization with Variance Reduction Sima Noorani Orlando Romero Nicolò Dal Fabbro Hamed Hassani George Pappas 37 2 0 03 Nov 2024
Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback Michelle Zhao Reid G. Simmons H. Admoni Aaditya Ramdas Andrea Bajcsy 41 4 0 11 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 82 3 0 09 Oct 2024
Safe Decentralized Multi-Agent Control using Black-Box Predictors, Conformal Decision Policies, and Control Barrier Functions Sacha Huriot Hussein Sibai 25 1 0 27 Sep 2024
Calibrated Probabilistic Forecasts for Arbitrary Sequences Charles Marx Volodymyr Kuleshov Stefano Ermon AI4TS 36 1 0 27 Sep 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 32 2 0 12 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
SoNIC: Safe Social Navigation with Adaptive Conformal Inference and Constrained Reinforcement Learning Jianpeng Yao Xiaopan Zhang Yu Xia Zejin Wang A. Roy-Chowdhury Jiachen Li 49 2 0 24 Jul 2024
Split Conformal Prediction under Data Contamination Jase Clarkson Wenkai Xu Mihai Cucuringu G. Reinert 42 1 0 10 Jul 2024
Normalizing Flows for Conformal Regression Nicolo Colombo 38 6 0 05 Jun 2024
Conditional Shift-Robust Conformal Prediction for Graph Neural Network Akansha Agrawal UQCV 53 1 0 20 May 2024
Conformal Predictive Programming for Chance Constrained Optimization Yiqi Zhao Xinyi Yu Matteo Sesia Lars Lindemann Lars Lindemann 40 3 0 12 Feb 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 26 13 0 12 Jan 2024
Uncertainty quantification in automated valuation models with spatially weighted conformal prediction Anders Hjort G. Hermansen Johan Pensar Jonathan P. Williams 32 1 0 11 Dec 2023
AdaptiveConformal: An R Package for Adaptive Conformal Inference Herbert Susmann Antoine Chambaz Julie Josse 13 1 0 01 Dec 2023
Prompt Risk Control: A Rigorous Framework for Responsible Deployment of Large Language Models Thomas P. Zollo Todd Morrill Zhun Deng Jake C. Snell T. Pitassi Richard Zemel 34 8 0 22 Nov 2023
Conformal Decision Theory: Safe Autonomous Decisions from Imperfect Predictions Jordan Lekeufack Anastasios Nikolas Angelopoulos Andrea V. Bajcsy Michael I. Jordan Jitendra Malik OffRL 31 28 0 09 Oct 2023
Adaptive conformal classification with noisy labels Matteo Sesia Y. X. R. Wang Xin Tong 22 12 0 10 Sep 2023
Distributionally Robust Statistical Verification with Imprecise Neural Networks Souradeep Dutta Michele Caprio Vivian Lin Matthew Cleaveland Kuk Jin Jang I. Ruchkin O. Sokolsky Insup Lee OOD AAML 49 7 0 28 Aug 2023
Conformal PID Control for Time Series Prediction Anastasios Nikolas Angelopoulos Emmanuel J. Candes R. Tibshirani AI4TS 24 59 0 31 Jul 2023
Is novelty predictable? Clara Fannjiang Jennifer Listgarten AI4CE 17 14 0 01 Jun 2023
Conformal Inference for Invariant Risk Minimization Wenlu Tang Zicheng Liu 24 0 0 22 May 2023
Post-selection Inference for Conformal Prediction: Trading off Coverage for Precision Siddhaarth Sarkar Arun K. Kuchibhotla 24 4 0 12 Apr 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
Improved Online Conformal Prediction via Strongly Adaptive Online Learning Aadyot Bhatnagar Haiquan Wang Caiming Xiong Yu Bai AI4TS 33 47 0 15 Feb 2023
Calibrating AI Models for Wireless Communications via Conformal Prediction K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 29 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 29 60 0 01 Dec 2022
Distribution Free Prediction Sets for Node Classification J. Clarkson AI4CE 35 24 0 26 Nov 2022
Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction Roel Hulsman 16 5 0 26 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
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey S. Sun AI4CE 30 10 0 08 Sep 2022
Conformal Inference for Online Prediction with Arbitrary Distribution Shifts Isaac Gibbs Emmanuel Candès 31 84 0 17 Aug 2022
MAPIE: an open-source library for distribution-free uncertainty quantification V. Taquet Vincent Blot Thomas Morzadec L. Lacombe Nicolas Brunel UQCV 19 17 0 25 Jul 2022
ACHO: Adaptive Conformal Hyperparameter Optimization Riccardo Doyle TPM 22 0 0 06 Jul 2022
PAC Prediction Sets for Meta-Learning Sangdon Park Edgar Dobriban Insup Lee Osbert Bastani 20 15 0 06 Jul 2022
Recommendation Systems with Distribution-Free Reliability Guarantees Anastasios Nikolas Angelopoulos K. Krauth Stephen Bates Yixin Wang Michael I. Jordan 30 12 0 04 Jul 2022
Robust Flow-based Conformal Inference (FCI) with Statistical Guarantee Youhui Ye Meimei Liu Xin Xing 15 0 0 22 May 2022
Adaptive Conformal Predictions for Time Series Margaux Zaffran Aymeric Dieuleveut Olivier Féron Y. Goude Julie Josse AI4TS 28 127 0 15 Feb 2022
Online Calibrated and Conformal Prediction Improves Bayesian Optimization Shachi Deshpande Charles Marx Volodymyr Kuleshov 13 7 0 08 Dec 2021
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 97 125 0 03 Oct 2021
PAC Prediction Sets Under Covariate Shift Sangdon Park Edgar Dobriban Insup Lee Osbert Bastani 27 42 0 17 Jun 2021