Conformal Contextual Robust Optimization

16 October 2023

Papers citing "Conformal Contextual Robust Optimization"

15 / 15 papers shown

Title
Enhanced Route Planning with Calibrated Uncertainty Set Lingxuan Tang Rui Luo Zhixin Zhou Nicolo Colombo 29 1 0 13 Mar 2025
Volume-Sorted Prediction Set: Efficient Conformal Prediction for Multi-Target Regression Rui Luo Zhixin Zhou 39 3 0 04 Mar 2025
Gen-DFL: Decision-Focused Generative Learning for Robust Decision Making Prince Zizhuang Wang Jinhao Liang Shuyi Chen Ferdinando Fioretto Shixiang Zhu OffRL AI4CE 73 1 0 08 Feb 2025
Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents Shayan Kiyani George Pappas Aaron Roth Hamed Hassani 102 3 0 04 Feb 2025
Conformalized Interval Arithmetic with Symmetric Calibration Rui Luo Zhixin Zhou 45 4 0 03 Jan 2025
A Conformal Approach to Feature-based Newsvendor under Model Misspecification Junyu Cao 73 0 0 17 Dec 2024
End-to-End Conformal Calibration for Optimization Under Uncertainty Christopher Yeh Nicolas H. Christianson Alan Wu Adam Wierman Yisong Yue 18 3 0 30 Sep 2024
End-to-end Conditional Robust Optimization A. Chenreddy Erick Delage 19 9 0 07 Mar 2024
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
A Survey of Contextual Optimization Methods for Decision Making under Uncertainty Utsav Sadana A. Chenreddy Erick Delage Alexandre Forel Emma Frejinger Thibaut Vidal AI4CE 32 80 0 17 Jun 2023
GFlowNets and variational inference Nikolay Malkin Salem Lahlou T. Deleu Xu Ji J. E. Hu Katie Everett Dinghuai Zhang Yoshua Bengio BDL 127 77 0 02 Oct 2022
Calibrated Multiple-Output Quantile Regression with Representation Learning Shai Feldman Stephen Bates Yaniv Romano 33 31 0 02 Oct 2021
Conformal Prediction using Conditional Histograms Matteo Sesia Yaniv Romano 39 54 0 18 May 2021
Benchmarking Simulation-Based Inference Jan-Matthis Lueckmann Jan Boelts David S. Greenberg P. J. Gonçalves Jakob H. Macke 93 180 0 12 Jan 2021
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 225 3,658 0 28 Feb 2017