Improved Online Conformal Prediction via Strongly Adaptive Online Learning

15 February 2023

Papers citing "Improved Online Conformal Prediction via Strongly Adaptive Online Learning"

31 / 31 papers shown

Title
Mirror Online Conformal Prediction with Intermittent Feedback Bowen Wang Matteo Zecchin Osvaldo Simeone CLL 192 1 0 13 Mar 2025
Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback Michelle Zhao Reid G. Simmons H. Admoni Aaditya Ramdas Andrea Bajcsy 409 4 0 11 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 919 5 0 09 Oct 2024
The Benefit of Being Bayesian in Online Conformal Prediction Zhiyu Zhang Zhou Lu Heng Yang 145 3 0 03 Oct 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 79 3 0 12 Sep 2024
CHAMP: Conformalized 3D Human Multi-Hypothesis Pose Estimators Harry Zhang Luca Carlone 3DH 209 1 0 27 May 2024
Stochastic Online Conformal Prediction with Semi-Bandit Feedback Haosen Ge Hamsa Bastani Osbert Bastani 188 1 0 22 May 2024
Efficient Methods for Non-stationary Online Learning Peng Zhao Yan-Feng Xie Lijun Zhang Zhi Zhou 83 22 0 16 Sep 2023
Copula Conformal Prediction for Multi-step Time Series Forecasting S. Sun Rose Yu AI4TS 170 22 0 06 Dec 2022
Conformal Inference for Online Prediction with Arbitrary Distribution Shifts Isaac Gibbs Emmanuel Candès 171 87 0 17 Aug 2022
Conformal Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Adam Fisch Lihua Lei Tal Schuster 175 137 0 04 Aug 2022
Adaptive Conformal Predictions for Time Series Margaux Zaffran Aymeric Dieuleveut Olivier Féron Y. Goude Julie Josse AI4TS 173 133 0 15 Feb 2022
Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in Imaging Anastasios Nikolas Angelopoulos Amit Kohli Stephen Bates Michael I. Jordan Jitendra Malik Thayer Alshaabi Srigokul Upadhyayula Yaniv Romano UQCV OOD 77 95 0 10 Feb 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 247 132 0 03 Oct 2021
Merlion: A Machine Learning Library for Time Series Aadyot Bhatnagar Paul Kassianik Chenghao Liu Tian-Shing Lan Wenzhuo Yang ... Yingbo Zhou Caiming Xiong Silvio Savarese Guosheng Lin Huan Wang AI4TS 56 34 0 20 Sep 2021
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 191 616 0 15 Jul 2021
Adaptive Conformal Inference Under Distribution Shift Isaac Gibbs Emmanuel Candès 169 247 0 01 Jun 2021
Conformalized Survival Analysis Emmanuel J. Candès Lihua Lei Zhimei Ren 398 80 0 17 Mar 2021
Distribution-free uncertainty quantification for classification under label shift Aleksandr Podkopaev Aaditya Ramdas UQCV 52 86 0 04 Mar 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 244 198 0 07 Jan 2021
Do We Really Need Deep Learning Models for Time Series Forecasting? Shereen Elsayed Daniela Thyssens Ahmed Rashed H. Jomaa Lars Schmidt-Thieme AI4TS 36 106 0 06 Jan 2021
Uncertainty Sets for Image Classifiers using Conformal Prediction Anastasios Nikolas Angelopoulos Stephen Bates Jitendra Malik Michael I. Jordan UQCV 197 333 0 29 Sep 2020
Classification with Valid and Adaptive Coverage Yaniv Romano Matteo Sesia Emmanuel J. Candès 378 323 0 03 Jun 2020
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction Sangdon Park Osbert Bastani Nikolai Matni Insup Lee UQCV 216 70 0 31 Dec 2019
Nested conformal prediction and quantile out-of-bag ensemble methods Chirag Gupta Arun K. Kuchibhotla Aaditya Ramdas MQ 174 118 0 23 Oct 2019
Introduction to Online Convex Optimization Elad Hazan OffRL 163 1,928 0 07 Sep 2019
Strongly Adaptive Online Learning Amit Daniely Alon Gonen Shai Shalev-Shwartz ODL 160 178 0 25 Feb 2015
Non-stationary Stochastic Optimization Omar Besbes Y. Gur A. Zeevi 171 433 0 20 Jul 2013
Conditional validity of inductive conformal predictors V. Vovk 222 416 0 12 Sep 2012
A review and comparison of strategies for multi-step ahead time series forecasting based on the NN5 forecasting competition Souhaib Ben Taieb Gianluca Bontempi A. Atiya A. Sorjamaa AI4TS 93 595 0 16 Aug 2011
A tutorial on conformal prediction Glenn Shafer V. Vovk 447 1,141 0 21 Jun 2007