Conformal Prediction Regions for Time Series using Linear Complementarity Programming

3 April 2023

George J. Pappas

Papers citing "Conformal Prediction Regions for Time Series using Linear Complementarity Programming"

21 / 21 papers shown

Title
Distributionally Robust Predictive Runtime Verification under Spatio-Temporal Logic Specifications Yiqi Zhao Emily Zhu Bardh Hoxha Georgios Fainekos Jyotirmoy V. Deshmukh Lars Lindemann 24 0 0 03 Apr 2025
Conformalized Interval Arithmetic with Symmetric Calibration Rui Luo Zhixin Zhou 47 4 0 03 Jan 2025
Conformalised Conditional Normalising Flows for Joint Prediction Regions in time series Eshant English C. Lippert AI4TS AI4CE 62 1 0 26 Nov 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 44 2 0 09 Oct 2024
Formal Verification and Control with Conformal Prediction Lars Lindemann Yiqi Zhao Xinyi Yu George J. Pappas Jyotirmoy V. Deshmukh 55 12 0 31 Aug 2024
Statistical Reachability Analysis of Stochastic Cyber-Physical Systems under Distribution Shift Navid Hashemi Lars Lindemann Jyotirmoy V. Deshmukh 24 2 0 16 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 24 1 0 08 Jul 2024
Length Optimization in Conformal Prediction Shayan Kiyani George Pappas Hamed Hassani 23 13 0 27 Jun 2024
Single Trajectory Conformal Prediction Brian Lee Nikolai Matni 32 2 0 03 Jun 2024
Conformal Off-Policy Prediction for Multi-Agent Systems Tom Kuipers Renukanandan Tumu Shuo Yang M. Kazemi Rahul Mangharam Nicola Paoletti OffRL 38 1 0 25 Mar 2024
Conformal Predictive Programming for Chance Constrained Optimization Yiqi Zhao Xinyi Yu Matteo Sesia Lars Lindemann Lars Lindemann 34 3 0 12 Feb 2024
Multi-Modal Conformal Prediction Regions with Simple Structures by Optimizing Convex Shape Templates Renukanandan Tumu Matthew Cleaveland Rahul Mangharam George J. Pappas Lars Lindemann 18 2 0 12 Dec 2023
PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction Apoorva Sharma Sushant Veer Asher Hancock Heng Yang Marco Pavone Anirudha Majumdar 41 8 0 07 Dec 2023
Robust Conformal Prediction for STL Runtime Verification under Distribution Shift Yiqi Zhao Bardh Hoxha Georgios Fainekos Jyotirmoy V. Deshmukh Lars Lindemann 14 13 0 16 Nov 2023
Bridging Dimensions: Confident Reachability for High-Dimensional Controllers Yuang Geng Jake Brandon Baldauf Souradeep Dutta Chao Huang Ivan Ruchkin 25 5 0 08 Nov 2023
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 Temporal Logic Planning using Large Language Models J. Wang J. Tong Kai Liang Tan Yevgeniy Vorobeychik Y. Kantaros LM&Ro 34 19 0 18 Sep 2023
Data-Driven Reachability Analysis of Stochastic Dynamical Systems with Conformal Inference Navid Hashemi Xin Qin Lars Lindemann Jyotirmoy V. Deshmukh AI4CE 21 17 0 17 Sep 2023
CODiT: Conformal Out-of-Distribution Detection in Time-Series Data R. Kaur Kaustubh Sridhar Sangdon Park Susmit Jha Anirban Roy O. Sokolsky Insup Lee OODD AI4TS 135 27 0 24 Jul 2022
Sample-Efficient Safety Assurances using Conformal Prediction Rachel Luo Shengjia Zhao Jonathan Kuck B. Ivanovic Silvio Savarese Edward Schmerling Marco Pavone 45 56 0 28 Sep 2021
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction Sangdon Park Osbert Bastani Nikolai Matni Insup Lee UQCV 118 68 0 31 Dec 2019