Adaptive Conformal Predictions for Time Series

15 February 2022

Papers citing "Adaptive Conformal Predictions for Time Series"

50 / 85 papers shown

Title
Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting Model Xiannan Huang Shuhan Qiu AI4TS 26 0 0 13 May 2025
Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weighting Shai Feldman Stephen Bates Yaniv Romano 29 0 0 07 May 2025
Online Multivariate Regularized Distributional Regression for High-dimensional Probabilistic Electricity Price Forecasting Simon Hirsch 47 0 0 03 Apr 2025
Egocentric Conformal Prediction for Safe and Efficient Navigation in Dynamic Cluttered Environments Jaeuk Shin Jungjin Lee Insoon Yang 64 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
Towards Anthropomorphic Conversational AI Part I: A Practical Framework Fei Wei Yaliang Li Bolin Ding 38 0 0 28 Feb 2025
Joint Registration and Conformal Prediction for Partially Observed Functional Data Fangyi Wang S. Kurtek Yuan Zhang 72 1 0 24 Feb 2025
Beyond Confidence: Adaptive Abstention in Dual-Threshold Conformal Prediction for Autonomous System Perception Divake Kumar Nastaran Darabi Sina Tayebati A. R. Trivedi 74 0 0 11 Feb 2025
Multivariate Conformal Prediction using Optimal Transport Michal Klein Louis Béthune Eugène Ndiaye Marco Cuturi OT 64 3 0 05 Feb 2025
GeoConformal prediction: a model-agnostic framework of measuring the uncertainty of spatial prediction Xiayin Lou Peng Luo Liqiu Meng 87 0 0 05 Dec 2024
Spatial Conformal Inference through Localized Quantile Regression Hanyang Jiang Yao Xie 71 1 0 02 Dec 2024
AutoPQ: Automating Quantile estimation from Point forecasts in the context of sustainability Stefan Meisenbacher Kaleb Phipps Oskar Taubert Marie Weiel Markus Gotz Ralf Mikut V. Hagenmeyer 77 0 0 30 Nov 2024
Multi-model Ensemble Conformal Prediction in Dynamic Environments Erfan Hajihashemi Yanning Shen 31 1 0 06 Nov 2024
Conditional Prediction ROC Bands for Graph Classification Yujia Wu Bo Yang Elynn Chen Yuzhou Chen Zheshi Zheng UQCV 28 2 0 20 Oct 2024
Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback Michelle Zhao Reid G. Simmons H. Admoni Aaditya Ramdas Andrea Bajcsy 43 4 0 11 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 88 3 0 09 Oct 2024
Online scalable Gaussian processes with conformal prediction for guaranteed coverage Jinwen Xu Qin Lu G. Giannakis 21 0 0 07 Oct 2024
Beyond Conformal Predictors: Adaptive Conformal Inference with Confidence Predictors Johan Hallberg Szabadváry 31 0 0 23 Sep 2024
Adaptive Conformal Inference for Multi-Step Ahead Time-Series Forecasting Online Johan Hallberg Szabadváry 35 3 0 23 Sep 2024
Formal Verification and Control with Conformal Prediction Lars Lindemann Yiqi Zhao Xinyi Yu George J. Pappas Jyotirmoy V. Deshmukh 70 14 0 31 Aug 2024
Conformal Predictions under Markovian Data Frédéric Zheng Alexandre Proutiere 40 1 0 21 Jul 2024
Urban Traffic Forecasting with Integrated Travel Time and Data Availability in a Conformal Graph Neural Network Framework Mayur Patil Qadeer Ahmed Shawn Midlam-Mohler AI4TS 53 0 0 17 Jul 2024
Split Conformal Prediction under Data Contamination Jase Clarkson Wenkai Xu Mihai Cucuringu Gesine Reinert 47 1 0 10 Jul 2024
Conformalized Link Prediction on Graph Neural Networks Tianyi Zhao Jian Kang Lu Cheng 37 6 0 26 Jun 2024
Conformal time series decomposition with component-wise exchangeability Derck W. E. Prinzhorn Thijmen Nijdam Putri A. van der Linden Alexander Timans 46 2 0 24 Jun 2024
Conformalized Teleoperation: Confidently Mapping Human Inputs to High-Dimensional Robot Actions Michelle Zhao Reid G. Simmons H. Admoni Andrea Bajcsy 36 2 0 11 Jun 2024
Distribution-Free Predictive Inference under Unknown Temporal Drift Elise Han Chengpiao Huang Kaizheng Wang 34 0 0 10 Jun 2024
From Conformal Predictions to Confidence Regions Charles Guille-Escuret Eugene Ndiaye 37 1 0 28 May 2024
Kernel-based optimally weighted conformal prediction intervals Jonghyeok Lee Chen Xu Yao Xie 37 4 0 27 May 2024
Conditional Shift-Robust Conformal Prediction for Graph Neural Network Akansha Agrawal UQCV 53 1 0 20 May 2024
Localized Adaptive Risk Control Matteo Zecchin Osvaldo Simeone 37 7 0 13 May 2024
Conformal Validity Guarantees Exist for Any Data Distribution (and How to Find Them) Drew Prinster Samuel Stanton Anqi Liu S. Saria 36 6 0 10 May 2024
Efficient Online Set-valued Classification with Bandit Feedback Zhou Wang Xingye Qiao OffRL 42 0 0 07 May 2024
Modelling Sampling Distributions of Test Statistics with Autograd A. A. Kadhim Harrison B. Prosper 27 0 0 03 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 45 14 0 03 May 2024
ConstrainedZero: Chance-Constrained POMDP Planning using Learned Probabilistic Failure Surrogates and Adaptive Safety Constraints Robert J. Moss Arec L. Jamgochian Johannes Fischer Anthony Corso Mykel J. Kochenderfer 32 4 0 01 May 2024
Safe POMDP Online Planning among Dynamic Agents via Adaptive Conformal Prediction Shili Sheng Pian Yu David Parker Marta Z. Kwiatkowska Lu Feng 41 1 0 23 Apr 2024
On-line conformalized neural networks ensembles for probabilistic forecasting of day-ahead electricity prices A. Brusaferri A. Ballarino Luigi Grossi F. Laurini AI4TS 32 3 0 03 Apr 2024
Postprocessing of point predictions for probabilistic forecasting of electricity prices: Diversity matters Arkadiusz Lipiecki Bartosz Uniejewski R. Weron 32 0 0 02 Apr 2024
Safe Merging in Mixed Traffic with Confidence Heeseung Bang Aditya Dave Andreas A. Malikopoulos 41 5 0 09 Mar 2024
Conformal prediction for multi-dimensional time series by ellipsoidal sets Chen Xu Hanyang Jiang Yao Xie 35 20 0 06 Mar 2024
Conformal Predictive Programming for Chance Constrained Optimization Yiqi Zhao Xinyi Yu Matteo Sesia Lars Lindemann Lars Lindemann 42 3 0 12 Feb 2024
Bellman Conformal Inference: Calibrating Prediction Intervals For Time Series Zitong Yang Emmanuel Candès Lihua Lei AI4TS 17 8 0 07 Feb 2024
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models Mintong Kang Nezihe Merve Gürel Ning Yu D. Song Bo-wen Li 79 20 0 05 Feb 2024
Discounted Adaptive Online Learning: Towards Better Regularization Zhiyu Zhang David Bombara Heng Yang 18 8 0 05 Feb 2024
Online conformal prediction with decaying step sizes Anastasios Nikolas Angelopoulos Rina Foygel Barber Stephen Bates 26 22 0 02 Feb 2024
Conformal Prediction Sets Improve Human Decision Making Jesse C. Cresswell Yi Sui Bhargava Kumar Noël Vouitsis 21 18 0 24 Jan 2024
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point Processes V. Dheur T. Bosser Rafael Izbicki Souhaib Ben Taieb AI4TS 28 5 0 09 Jan 2024
Learning-Based Approaches to Predictive Monitoring with Conformal Statistical Guarantees Francesca Cairoli Luca Bortolussi Nicola Paoletti 26 4 0 04 Dec 2023
AdaptiveConformal: An R Package for Adaptive Conformal Inference Herbert Susmann Antoine Chambaz Julie Josse 18 1 0 01 Dec 2023