Conformal Inference of Counterfactuals and Individual Treatment Effects

11 June 2020

Emmanuel J. Candès

Papers citing "Conformal Inference of Counterfactuals and Individual Treatment Effects"

30 / 30 papers shown

Title
PCS-UQ: Uncertainty Quantification via the Predictability-Computability-Stability Framework Abhineet Agarwal Michael Xiao Rebecca L. Barter Omer Ronen Boyu Fan Bin Yu 24 0 0 13 May 2025
Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weighting Shai Feldman Stephen Bates Yaniv Romano 29 0 0 07 May 2025
Extended Fiducial Inference for Individual Treatment Effects via Deep Neural Networks Sehwan Kim F. Liang FedML 53 0 0 04 May 2025
Multivariate Conformal Selection Tian Bai Yue Zhao Xiang Yu Archer Y. Yang BDL 145 0 0 01 May 2025
Conformal Calibration: Ensuring the Reliability of Black-Box AI in Wireless Systems Osvaldo Simeone Sangwoo Park Matteo Zecchin 112 0 0 12 Apr 2025
Conformal Inference of Individual Treatment Effects Using Conditional Density Estimates Baozhen Wang Xingye Qiao 61 1 0 28 Jan 2025
Robust Conformal Prediction Using Privileged Information Shai Feldman Yaniv Romano OOD 73 2 0 10 Jan 2025
Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner Valentyn Melnychuk Stefan Feuerriegel M. Schaar CML 54 2 0 05 Nov 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 77 3 0 09 Oct 2024
Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering K. K. Bernhard Schölkopf Michael Muehlebach 26 0 0 02 Oct 2024
What If We Had Used a Different App? Reliable Counterfactual KPI Analysis in Wireless Systems Qiushuo Hou Sangwoo Park Matteo Zecchin Yunlong Cai Guanding Yu Osvaldo Simeone 27 1 0 30 Sep 2024
CSCE: Boosting LLM Reasoning by Simultaneous Enhancing of Causal Significance and Consistency Kangsheng Wang Xiao Zhang Zizheng Guo Tianyu Hu Huimin Ma LRM 40 7 0 20 Sep 2024
Conformal Counterfactual Inference under Hidden Confounding Zonghao Chen Ruocheng Guo Jean-François Ton Yang Liu CML OffRL 38 2 0 20 May 2024
Conditional Shift-Robust Conformal Prediction for Graph Neural Network Akansha Agrawal UQCV 50 1 0 20 May 2024
Efficient Conformal Prediction under Data Heterogeneity Vincent Plassier Nikita Kotelevskii Aleksandr Rubashevskii Fedor Noskov Maksim Velikanov Alexander Fishkov Samuel Horváth Martin Takáč Eric Moulines Maxim Panov 21 1 0 25 Dec 2023
AdaptiveConformal: An R Package for Adaptive Conformal Inference Herbert Susmann Antoine Chambaz Julie Josse 13 1 0 01 Dec 2023
Conformal PID Control for Time Series Prediction Anastasios Nikolas Angelopoulos Emmanuel J. Candes R. Tibshirani AI4TS 24 59 0 31 Jul 2023
Model-free selective inference under covariate shift via weighted conformal p-values Ying Jin Emmanuel J. Candès 23 15 0 18 Jul 2023
Prescriptive Process Monitoring Under Resource Constraints: A Reinforcement Learning Approach Mahmoud Shoush Marlon Dumas 29 1 0 13 Jul 2023
Post-selection Inference for Conformal Prediction: Trading off Coverage for Precision Siddhaarth Sarkar Arun K. Kuchibhotla 24 4 0 12 Apr 2023
Conformal Frequency Estimation using Discrete Sketched Data with Coverage for Distinct Queries Matteo Sesia Stefano Favaro Edgar Dobriban 13 8 0 09 Nov 2022
Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction Roel Hulsman 16 5 0 26 Oct 2022
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey S. Sun AI4CE 30 10 0 08 Sep 2022
Recommendation Systems with Distribution-Free Reliability Guarantees Anastasios Nikolas Angelopoulos K. Krauth Stephen Bates Yixin Wang Michael I. Jordan 30 12 0 04 Jul 2022
Probabilistic Conformal Prediction Using Conditional Random Samples Zhendong Wang Ruijiang Gao Mingzhang Yin Mingyuan Zhou David M. Blei TPM 34 22 0 14 Jun 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 95 125 0 03 Oct 2021
PAC Prediction Sets Under Covariate Shift Sangdon Park Edgar Dobriban Insup Lee Osbert Bastani 24 42 0 17 Jun 2021
T-SCI: A Two-Stage Conformal Inference Algorithm with Guaranteed Coverage for Cox-MLP Jiaye Teng Zeren Tan Yang Yuan 24 13 0 08 Mar 2021
Distribution-Free Conditional Median Inference Dhruv Medarametla Emmanuel J. Candès 24 15 0 16 Feb 2021
Cross-conformal predictors V. Vovk 120 196 0 03 Aug 2012