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Conformal Uncertainty Sets for Robust Optimization

31 May 2021

Papers citing "Conformal Uncertainty Sets for Robust Optimization"

25 / 25 papers shown

Title
JAPAN: Joint Adaptive Prediction Areas with Normalising-Flows Eshant English Christoph Lippert 48 0 0 29 May 2025
Smart Surrogate Losses for Contextual Stochastic Linear Optimization with Robust Constraints H. Im Wyame Benslimane Paul Grigas 37 0 0 28 May 2025
Multivariate Conformal Selection Tian Bai Yue Zhao Xiang Yu Archer Y. Yang BDL 609 0 0 01 May 2025
Minimum Volume Conformal Sets for Multivariate Regression Sacha Braun Liviu Aolaritei Michael I. Jordan Francis Bach 130 3 0 24 Mar 2025
Volume-Sorted Prediction Set: Efficient Conformal Prediction for Multi-Target Regression Rui Luo Zhixin Zhou 196 5 0 04 Mar 2025
Self-supervised conformal prediction for uncertainty quantification in Poisson imaging problems Bernardin Tamo Amougou Marcelo Pereyra Barbara Pascal 70 1 0 26 Feb 2025
Multivariate Conformal Prediction using Optimal Transport Michal Klein Louis Béthune Eugène Ndiaye Marco Cuturi OT 223 3 0 05 Feb 2025
Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents Shayan Kiyani George Pappas Aaron Roth Hamed Hassani 316 4 0 04 Feb 2025
Conformalized Interval Arithmetic with Symmetric Calibration Rui Luo Zhixin Zhou 482 6 0 03 Jan 2025
Conformal Prediction for Hierarchical Data Guillaume Principato Yvenn Amara-Ouali Y. Goude Bachir Hamrouche Jean-Michel Poggi Gilles Stoltz AI4TS 152 1 0 20 Nov 2024
Powerful batch conformal prediction for classification Ulysse Gazin Ruth Heller Étienne Roquain Aldo Solari 201 0 0 04 Nov 2024
Semiparametric conformal prediction Ji Won Park Robert Tibshirani Kyunghyun Cho 435 5 0 04 Nov 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 1.0K 5 0 09 Oct 2024
End-to-End Conformal Calibration for Optimization Under Uncertainty Christopher Yeh Nicolas H. Christianson Alan Wu Adam Wierman Yisong Yue 116 5 0 30 Sep 2024
Adaptive inference with random ellipsoids through Conformal Conditional Linear Expectation Iain Henderson Adrien Mazoyer Fabrice Gamboa 68 4 0 27 Sep 2024
Uncertainty quantification for intervals Carlos García-Meixide Michael R. Kosorok Marcos Matabuena CML 109 0 0 29 Aug 2024
Uncertainty quantification in metric spaces Gábor Lugosi Marcos Matabuena 139 5 0 08 May 2024
Learning minimal volume uncertainty ellipsoids Itai Alon David Arnon A. Wiesel 88 1 0 03 May 2024
Conformal Prediction for Stochastic Decision-Making of PV Power in Electricity Markets Yvet Renkema N. Brinkel T. Alskaif 26 5 0 29 Mar 2024
End-to-end Conditional Robust Optimization A. Chenreddy Erick Delage 115 11 0 07 Mar 2024
Conformal Contextual Robust Optimization Yash Patel Sahana Rayan Ambuj Tewari 215 18 0 16 Oct 2023
Copula Conformal Prediction for Multi-step Time Series Forecasting S. Sun Rose Yu AI4TS 197 22 0 06 Dec 2022
Exact and Approximate Conformal Inference for Multi-Output Regression Chancellor Johnstone Eugene Ndiaye 78 1 0 31 Oct 2022
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey S. Sun AI4CE 126 11 0 08 Sep 2022
Stable Conformal Prediction Sets Eugène Ndiaye 196 21 0 19 Dec 2021