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"

50 / 59 papers shown

Title
Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting Model Xiannan Huang Shuhan Qiu AI4TS 14 0 0 13 May 2025
Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weighting Shai Feldman Stephen Bates Yaniv Romano 27 0 0 07 May 2025
Egocentric Conformal Prediction for Safe and Efficient Navigation in Dynamic Cluttered Environments Jaeuk Shin Jungjin Lee Insoon Yang 54 0 0 01 Apr 2025
Computationally and Sample Efficient Safe Reinforcement Learning Using Adaptive Conformal Prediction Hao Zhou Yanze Zhang Wenhao Luo 34 0 0 22 Mar 2025
Online Selective Conformal Prediction: Errors and Solutions Yusuf Sale Aaditya Ramdas 29 0 0 21 Mar 2025
Conformal Prediction and Human Decision Making Jessica Hullman Yifan Wu Dawei Xie Ziyang Guo Andrew Gelman 37 0 0 12 Mar 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
Multi-model Ensemble Conformal Prediction in Dynamic Environments Erfan Hajihashemi Yanning Shen 23 1 0 06 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 59 2 0 09 Oct 2024
Online scalable Gaussian processes with conformal prediction for guaranteed coverage Jinwen Xu Qin Lu G. Giannakis 16 0 0 07 Oct 2024
The Benefit of Being Bayesian in Online Conformal Prediction Zhiyu Zhang Zhou Lu Heng Yang 16 3 0 03 Oct 2024
Conformal Prediction for Dose-Response Models with Continuous Treatments Jarne Verhaeghe Jef Jonkers Sofie Van Hoecke 16 0 0 30 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 57 13 0 31 Aug 2024
RoCP-GNN: Robust Conformal Prediction for Graph Neural Networks in Node-Classification S. Akansha 32 0 0 25 Aug 2024
Constrained Behavior Cloning for Robotic Learning Wensheng Liang Jun Xie Zhicheng Wang Jianwei Tan Xiaoguang Ma AI4CE 26 1 0 20 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 44 2 0 24 Jul 2024
Meta-Analysis with Untrusted Data Shiva Kaul Geoffrey J. Gordon CML 22 1 0 12 Jul 2024
Split Conformal Prediction under Data Contamination Jase Clarkson Wenkai Xu Mihai Cucuringu G. Reinert 34 1 0 10 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 32 1 0 08 Jul 2024
Safety-Critical Control with Uncertainty Quantification using Adaptive Conformal Prediction Hao Zhou Yanze Zhang Wenhao Luo 22 3 0 04 Jul 2024
Active, anytime-valid risk controlling prediction sets Ziyu Xu Nikos Karampatziakis Paul Mineiro 27 1 0 15 Jun 2024
Conformal Prediction for Class-wise Coverage via Augmented Label Rank Calibration Yuanjie Shi Subhankar Ghosh Taha Belkhouja J. Doppa Yan Yan 32 0 0 10 Jun 2024
Distribution-Free Predictive Inference under Unknown Temporal Drift Elise Han Chengpiao Huang Kaizheng Wang 32 0 0 10 Jun 2024
Single Trajectory Conformal Prediction Brian Lee Nikolai Matni 38 2 0 03 Jun 2024
Adapting Conformal Prediction to Distribution Shifts Without Labels Kevin Kasa Zhiyu Zhang Heng Yang Graham W. Taylor 30 1 0 03 Jun 2024
From Conformal Predictions to Confidence Regions Charles Guille-Escuret Eugene Ndiaye 21 1 0 28 May 2024
Kernel-based optimally weighted conformal prediction intervals Jonghyeok Lee Chen Xu Yao Xie 28 4 0 27 May 2024
CHAMP: Conformalized 3D Human Multi-Hypothesis Pose Estimators Harry Zhang Luca Carlone 3DH 66 1 0 27 May 2024
Uncertainty Quantification for Neurosymbolic Programs via Compositional Conformal Prediction Ramya Ramalingam Sangdon Park Osbert Bastani 19 1 0 24 May 2024
Stochastic Online Conformal Prediction with Semi-Bandit Feedback Haosen Ge Hamsa Bastani Osbert Bastani 23 1 0 22 May 2024
Conditional Shift-Robust Conformal Prediction for Graph Neural Network Akansha Agrawal UQCV 45 1 0 20 May 2024
Conformal Validity Guarantees Exist for Any Data Distribution (and How to Find Them) Drew Prinster Samuel Stanton Anqi Liu S. Saria 34 6 0 10 May 2024
Efficient Online Set-valued Classification with Bandit Feedback Zhou Wang Xingye Qiao OffRL 29 0 0 07 May 2024
Conformal Prediction for Natural Language Processing: A Survey Margarida M. Campos António Farinhas Chrysoula Zerva Mário A. T. Figueiredo André F. T. Martins AI4CE 38 14 0 03 May 2024
Conformal Predictive Systems Under Covariate Shift Jef Jonkers G. V. Wallendael Luc Duchateau Sofie Van Hoecke 25 4 0 23 Apr 2024
Conformal online model aggregation Matteo Gasparin Aaditya Ramdas 18 3 0 22 Mar 2024
Bellman Conformal Inference: Calibrating Prediction Intervals For Time Series Zitong Yang Emmanuel Candès Lihua Lei AI4TS 8 7 0 07 Feb 2024
Discounted Adaptive Online Learning: Towards Better Regularization Zhiyu Zhang David Bombara Heng Yang 16 8 0 05 Feb 2024
Online conformal prediction with decaying step sizes Anastasios Nikolas Angelopoulos Rina Foygel Barber Stephen Bates 18 22 0 02 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 21 13 0 12 Jan 2024
Two-Stage Surrogate Modeling for Data-Driven Design Optimization with Application to Composite Microstructure Generation Farhad Pourkamali-Anaraki Jamal F. Husseini E. Pineda B. Bednarcyk Scott E. Stapleton AI4CE 42 2 0 04 Jan 2024
Conformal Policy Learning for Sensorimotor Control Under Distribution Shifts Huang Huang Satvik Sharma Antonio Loquercio Anastasios Nikolas Angelopoulos Kenneth Y. Goldberg Jitendra Malik 45 5 0 02 Nov 2023
Non-Exchangeable Conformal Risk Control António Farinhas Chrysoula Zerva Dennis Ulmer André F. T. Martins 8 9 0 02 Oct 2023
Confidence Calibration for Systems with Cascaded Predictive Modules Yunye Gong Yi Yao Xiao Lin Ajay Divakaran Melinda Gervasio 12 1 0 21 Sep 2023
Adaptive conformal classification with noisy labels Matteo Sesia Y. X. R. Wang Xin Tong 6 12 0 10 Sep 2023
Conformal PID Control for Time Series Prediction Anastasios Nikolas Angelopoulos Emmanuel J. Candes R. Tibshirani AI4TS 18 59 0 31 Jul 2023
Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data Kevin Kasa Graham W. Taylor 22 2 0 03 Jul 2023
Post-selection Inference for Conformal Prediction: Trading off Coverage for Precision Siddhaarth Sarkar Arun K. Kuchibhotla 24 4 0 12 Apr 2023