Exact and Robust Conformal Inference Methods for Predictive Machine Learning With Dependent Data

17 February 2018

Papers citing "Exact and Robust Conformal Inference Methods for Predictive Machine Learning With Dependent Data"

23 / 23 papers shown

Title
Multivariate Conformal Prediction using Optimal Transport Michal Klein Louis Béthune Eugène Ndiaye Marco Cuturi OT 64 3 0 05 Feb 2025
From Uncertain to Safe: Conformal Fine-Tuning of Diffusion Models for Safe PDE Control Peiyan Hu Xiaowei Qian Wenhao Deng Rui Wang Haodong Feng ... Tao Zhang Long Wei Yue Wang Zhi-Ming Ma Tailin Wu AI4CE 120 0 0 04 Feb 2025
Conformal Predictive Portfolio Selection Masahiro Kato 16 0 0 19 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 88 3 0 09 Oct 2024
Sparse Deep Learning for Time Series Data: Theory and Applications Mingxuan Zhang Y. Sun Faming Liang AI4TS OOD BDL 39 2 0 05 Oct 2023
Conformal PID Control for Time Series Prediction Anastasios Nikolas Angelopoulos Emmanuel J. Candes R. Tibshirani AI4TS 24 59 0 31 Jul 2023
Design-based conformal prediction J. Wieczorek 11 2 0 02 Mar 2023
Improved Online Conformal Prediction via Strongly Adaptive Online Learning Aadyot Bhatnagar Haiquan Wang Caiming Xiong Yu Bai AI4TS 33 47 0 15 Feb 2023
Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction Roel Hulsman 24 5 0 26 Oct 2022
Extending Conformal Prediction to Hidden Markov Models with Exact Validity via de Finetti's Theorem for Markov Chains Buddhika Nettasinghe S. Chatterjee R. Tipireddy M. Halappanavar 47 11 0 05 Oct 2022
Conformal Inference for Online Prediction with Arbitrary Distribution Shifts Isaac Gibbs Emmanuel Candès 35 84 0 17 Aug 2022
Conformal Prediction Bands for Two-Dimensional Functional Time Series Niccolo Ajroldi Jacopo Diquigiovanni Matteo Fontana S. Vantini AI4TS 17 8 0 27 Jul 2022
Recommendation Systems with Distribution-Free Reliability Guarantees Anastasios Nikolas Angelopoulos K. Krauth Stephen Bates Yixin Wang Michael I. Jordan 43 12 0 04 Jul 2022
PAC-Wrap: Semi-Supervised PAC Anomaly Detection Shuo Li Xiayan Ji Yan Sun O. Sokolsky Insup Lee 25 14 0 22 May 2022
Adaptive Conformal Predictions for Time Series Margaux Zaffran Aymeric Dieuleveut Olivier Féron Y. Goude Julie Josse AI4TS 38 128 0 15 Feb 2022
Stable Conformal Prediction Sets Eugène Ndiaye 35 20 0 19 Dec 2021
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 102 125 0 03 Oct 2021
PAC Prediction Sets Under Covariate Shift Sangdon Park Yan Sun Insup Lee Osbert Bastani 32 42 0 17 Jun 2021
Root-finding Approaches for Computing Conformal Prediction Set Eugène Ndiaye Ichiro Takeuchi 23 10 0 14 Apr 2021
Robust Validation: Confident Predictions Even When Distributions Shift Maxime Cauchois Suyash Gupta Alnur Ali John C. Duchi OOD 16 90 0 10 Aug 2020
Conformal Prediction: a Unified Review of Theory and New Challenges Matteo Fontana Gianluca Zeni S. Vantini 19 127 0 16 May 2020
Exchangeability, Conformal Prediction, and Rank Tests Arun K. Kuchibhotla 30 47 0 13 May 2020
Synthetic learner: model-free inference on treatments over time Davide Viviano Jelena Bradic CML 19 19 0 02 Apr 2019