Conformal PID Control for Time Series Prediction

31 July 2023

Anastasios Nikolas Angelopoulos

Emmanuel J. Candes

R. Tibshirani

AI4TS

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Papers citing "Conformal PID Control for Time Series Prediction"

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Title
Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting Model Xiannan Huang Shuhan Qiu AI4TS 14 0 0 13 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
Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting Qingdi Yu Zhiwei Cao R. Wang Zhen Yang Lijun Deng Min Hu Yong Luo Xin Zhou AI4TS 37 0 0 27 Mar 2025
Mirror Online Conformal Prediction with Intermittent Feedback Bowen Wang Matteo Zecchin Osvaldo Simeone CLL 55 2 0 13 Mar 2025
TS-LIF: A Temporal Segment Spiking Neuron Network for Time Series Forecasting Shibo Feng Wanjin Feng Xingyu Gao Peilin Zhao Zhiqi Shen AI4TS AI4CE 34 0 0 07 Mar 2025
Joint Registration and Conformal Prediction for Partially Observed Functional Data Fangyi Wang S. Kurtek Yuan Zhang 64 1 0 24 Feb 2025
Unveiling the Potential of Text in High-Dimensional Time Series Forecasting Xin Zhou Weiqing Wang Shilin Qu Zhiqiang Zhang Christoph Bergmeir AI4TS 36 2 0 13 Jan 2025
Spatial Conformal Inference through Localized Quantile Regression Hanyang Jiang Yao Xie 69 1 0 02 Dec 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
Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering K. K. Bernhard Schölkopf Michael Muehlebach 24 0 0 02 Oct 2024
Calibrated Probabilistic Forecasts for Arbitrary Sequences Charles Marx Volodymyr Kuleshov Stefano Ermon AI4TS 36 1 0 27 Sep 2024
Beyond Conformal Predictors: Adaptive Conformal Inference with Confidence Predictors Johan Hallberg Szabadváry 29 0 0 23 Sep 2024
Adaptive Conformal Inference for Multi-Step Ahead Time-Series Forecasting Online Johan Hallberg Szabadváry 24 3 0 23 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
Automatically Adaptive Conformal Risk Control Vincent Blot Anastasios Nikolas Angelopoulos Michael I Jordan Nicolas Brunel AI4CE 23 2 0 25 Jun 2024
CUQDS: Conformal Uncertainty Quantification under Distribution Shift for Trajectory Prediction Huiqun Huang Sihong He Fei Miao 45 0 0 17 Jun 2024
DeltaPhi: Learning Physical Trajectory Residual for PDE Solving Xihang Yue Linchao Zhu Yi Yang AI4CE 34 1 0 14 Jun 2024
Distribution-Free Predictive Inference under Unknown Temporal Drift Elise Han Chengpiao Huang Kaizheng Wang 32 0 0 10 Jun 2024
Structured Learning of Compositional Sequential Interventions Jialin Yu Andreas Koukorinis Nicolo Colombo Yuchen Zhu Ricardo Silva CML 26 0 0 09 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
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
Certified Inventory Control of Critical Resources Ludvig Hult Dave Zachariah Petre Stoica 22 1 0 23 May 2024
Stochastic Online Conformal Prediction with Semi-Bandit Feedback Haosen Ge Hamsa Bastani Osbert Bastani 23 1 0 22 May 2024
Localized Adaptive Risk Control Matteo Zecchin Osvaldo Simeone 32 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 34 6 0 10 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
On-line conformalized neural networks ensembles for probabilistic forecasting of day-ahead electricity prices A. Brusaferri A. Ballarino Luigi Grossi F. Laurini AI4TS 24 3 0 03 Apr 2024
Predictive Inference in Multi-environment Scenarios John C. Duchi Suyash Gupta Kuanhao Jiang Pragya Sur 16 6 0 25 Mar 2024
Conformal online model aggregation Matteo Gasparin Aaditya Ramdas 18 3 0 22 Mar 2024
Conformal prediction for multi-dimensional time series by ellipsoidal sets Chen Xu Hanyang Jiang Yao Xie 21 20 0 06 Mar 2024
Conformalized-DeepONet: A Distribution-Free Framework for Uncertainty Quantification in Deep Operator Networks Christian Moya Amirhossein Mollaali Zecheng Zhang Lu Lu Guang Lin UQCV 47 17 0 23 Feb 2024
Bellman Conformal Inference: Calibrating Prediction Intervals For Time Series Zitong Yang Emmanuel Candès Lihua Lei AI4TS 8 7 0 07 Feb 2024
Online conformal prediction with decaying step sizes Anastasios Nikolas Angelopoulos Rina Foygel Barber Stephen Bates 18 22 0 02 Feb 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
Conformal Decision Theory: Safe Autonomous Decisions from Imperfect Predictions Jordan Lekeufack Anastasios Nikolas Angelopoulos Andrea V. Bajcsy Michael I. Jordan Jitendra Malik OffRL 26 28 0 09 Oct 2023
Non-Exchangeable Conformal Risk Control António Farinhas Chrysoula Zerva Dennis Ulmer André F. T. Martins 8 9 0 02 Oct 2023
Achieving Risk Control in Online Learning Settings Shai Feldman Liran Ringel Stephen Bates Yaniv Romano 68 28 0 18 May 2022
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 176 185 0 07 Jan 2021