Adaptive Conformal Predictions for Time Series

15 February 2022

Papers citing "Adaptive Conformal Predictions for Time Series"

34 / 84 papers shown

Title
Forking Uncertainties: Reliable Prediction and Model Predictive Control with Sequence Models via Conformal Risk Control Matteo Zecchin Sangwoo Park Osvaldo Simeone 26 15 0 16 Oct 2023
Conformal Decision Theory: Safe Autonomous Decisions from Imperfect Predictions Jordan Lekeufack Anastasios Nikolas Angelopoulos Andrea V. Bajcsy Michael I. Jordan Jitendra Malik OffRL 26 27 0 09 Oct 2023
Sparse Deep Learning for Time Series Data: Theory and Applications Mingxuan Zhang Y. Sun Faming Liang AI4TS OOD BDL 16 2 0 05 Oct 2023
Conformal Predictions for Longitudinal Data Devesh Batra Salvatore Mercuri Raad Khraishi 50 0 0 04 Oct 2023
Non-Exchangeable Conformal Risk Control António Farinhas Chrysoula Zerva Dennis Ulmer André F. T. Martins 8 9 0 02 Oct 2023
Conformal PID Control for Time Series Prediction Anastasios Nikolas Angelopoulos Emmanuel J. Candes R. Tibshirani AI4TS 16 57 0 31 Jul 2023
Conformal Prediction with Missing Values Margaux Zaffran Aymeric Dieuleveut Julie Josse Yaniv Romano 15 20 0 05 Jun 2023
Uncertainty Quantification over Graph with Conformalized Graph Neural Networks Kexin Huang Ying Jin Emmanuel Candès J. Leskovec 30 57 0 23 May 2023
Conformal Inference for Invariant Risk Minimization Wenlu Tang Zicheng Liu 19 0 0 22 May 2023
Deep learning models for price forecasting of financial time series: A review of recent advancements: 2020-2022 Chen Zhang N. N. Sjarif Roslina Ibrahim AI4TS 19 6 0 21 Apr 2023
Post-selection Inference for Conformal Prediction: Trading off Coverage for Precision Siddhaarth Sarkar Arun K. Kuchibhotla 24 4 0 12 Apr 2023
Ensemble Modeling for Time Series Forecasting: an Adaptive Robust Optimization Approach Dimitris Bertsimas L. Boussioux AI4TS 19 4 0 09 Apr 2023
Conformal Prediction Regions for Time Series using Linear Complementarity Programming Matthew Cleaveland Insup Lee George J. Pappas Lars Lindemann 18 28 0 03 Apr 2023
Conformal Prediction for Time Series with Modern Hopfield Networks Andreas Auer M. Gauch D. Klotz Sepp Hochreiter AI4TS 16 27 0 22 Mar 2023
Improved Online Conformal Prediction via Strongly Adaptive Online Learning Aadyot Bhatnagar Haiquan Wang Caiming Xiong Yu Bai AI4TS 22 47 0 15 Feb 2023
Guaranteed Dynamic Scheduling of Ultra-Reliable Low-Latency Traffic via Conformal Prediction K. Cohen Sangwoo Park Osvaldo Simeone P. Popovski S. Shamai AI4TS 9 9 0 15 Feb 2023
Adaptive Probabilistic Forecasting of Electricity (Net-)Load Joseph de Vilmarest J. Browell Matteo Fasiolo Y. Goude Olivier Wintenberger 18 9 0 24 Jan 2023
Conformal Loss-Controlling Prediction Di Wang Pingping Wang Zhong Ji Xiaojun Yang Hongyue Li 13 1 0 06 Jan 2023
Calibrating AI Models for Wireless Communications via Conformal Prediction K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 24 6 0 15 Dec 2022
Sequential Predictive Conformal Inference for Time Series Chen Xu Yao Xie UQLM AI4TS 23 32 0 07 Dec 2022
Copula Conformal Prediction for Multi-step Time Series Forecasting S. Sun Rose Yu AI4TS 10 22 0 06 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 17 60 0 01 Dec 2022
Distribution Free Prediction Sets for Node Classification J. Clarkson AI4CE 30 24 0 26 Nov 2022
Conformal Inference for Online Prediction with Arbitrary Distribution Shifts Isaac Gibbs Emmanuel Candès 17 83 0 17 Aug 2022
Confident Adaptive Language Modeling Tal Schuster Adam Fisch Jai Gupta Mostafa Dehghani Dara Bahri Vinh Q. Tran Yi Tay Donald Metzler 43 159 0 14 Jul 2022
Split Localized Conformal Prediction Xing Han Ziyang Tang Joydeep Ghosh Qiang Liu 10 18 0 27 Jun 2022
Practical Adversarial Multivalid Conformal Prediction Osbert Bastani Varun Gupta Christopher Jung Georgy Noarov Ramya Ramalingam Aaron Roth 11 52 0 02 Jun 2022
Conformal Prediction with Temporal Quantile Adjustments Zhen Lin Shubhendu Trivedi Jimeng Sun AI4TS 38 18 0 20 May 2022
Achieving Risk Control in Online Learning Settings Shai Feldman Liran Ringel Stephen Bates Yaniv Romano 68 28 0 18 May 2022
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 17 575 0 15 Jul 2021
DEUP: Direct Epistemic Uncertainty Prediction Salem Lahlou Moksh Jain Hadi Nekoei V. Butoi Paul Bertin Jarrid Rector-Brooks Maksym Korablyov Yoshua Bengio PER UQLM UQCV UD 195 81 0 16 Feb 2021
CRPS Learning Jonathan Berrisch F. Ziel 40 25 0 01 Feb 2021
Conformal prediction for time series Chen Xu Yao Xie AI4TS 33 32 0 18 Oct 2020
Valid model-free spatial prediction Huiying Mao Ryan Martin Brian J. Reich 10 23 0 28 Jun 2020