PAC Prediction Sets Under Covariate Shift

17 June 2021

Papers citing "PAC Prediction Sets Under Covariate Shift"

30 / 30 papers shown

Title
Likelihood-Ratio Regularized Quantile Regression: Adapting Conformal Prediction to High-Dimensional Covariate Shifts Sunay Joshi Shayan Kiyani George Pappas Edgar Dobriban Hamed Hassani 68 0 0 18 Feb 2025
Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents Shayan Kiyani George Pappas Aaron Roth Hamed Hassani 107 3 0 04 Feb 2025
Semi-Supervised Risk Control via Prediction-Powered Inference Bat-Sheva Einbinder Liran Ringel Yaniv Romano 74 0 0 15 Dec 2024
Fundus Image-based Visual Acuity Assessment with PAC-Guarantees Sooyong Jang Kuk Jin Jang Hyonyoung Choi Yong-Seop Han Seongjin Lee Jin-hyun Kim Insup Lee 70 0 0 09 Dec 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 77 3 0 09 Oct 2024
Distribution-Free Predictive Inference under Unknown Temporal Drift Elise Han Chengpiao Huang Kaizheng Wang 32 0 0 10 Jun 2024
Uncertainty Quantification for Neurosymbolic Programs via Compositional Conformal Prediction Ramya Ramalingam Sangdon Park Osbert Bastani 26 1 0 24 May 2024
Conformal Risk Control for Ordinal Classification Yunpeng Xu Wenge Guo Zhi Wei 17 6 0 01 May 2024
SymmPI: Predictive Inference for Data with Group Symmetries Edgar Dobriban Mengxin Yu 13 2 0 26 Dec 2023
Prompt Risk Control: A Rigorous Framework for Responsible Deployment of Large Language Models Thomas P. Zollo Todd Morrill Zhun Deng Jake C. Snell T. Pitassi Richard Zemel 32 8 0 22 Nov 2023
PAC Prediction Sets Under Label Shift Wenwen Si Sangdon Park Insup Lee Edgar Dobriban Osbert Bastani 33 9 0 19 Oct 2023
IW-GAE: Importance Weighted Group Accuracy Estimation for Improved Calibration and Model Selection in Unsupervised Domain Adaptation Taejong Joo Diego Klabjan 33 1 0 16 Oct 2023
TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal Prediction Shuo Li Sangdon Park Insup Lee Osbert Bastani RALM HILM 17 8 0 07 Jul 2023
Efficient and Multiply Robust Risk Estimation under General Forms of Dataset Shift Hongxiang Qiu E. T. Tchetgen Edgar Dobriban OOD 15 7 0 28 Jun 2023
ACon $^2$ : Adaptive Conformal Consensus for Provable Blockchain Oracles Sangdon Park Osbert Bastani Taesoo Kim 22 9 0 17 Nov 2022
Conformal Frequency Estimation using Discrete Sketched Data with Coverage for Distinct Queries Matteo Sesia Stefano Favaro Edgar Dobriban 13 8 0 09 Nov 2022
Unsafe's Betrayal: Abusing Unsafe Rust in Binary Reverse Engineering via Machine Learning Sangdon Park Xiang Cheng Taesoo Kim 24 1 0 31 Oct 2022
Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction Roel Hulsman 14 5 0 26 Oct 2022
Test-time Recalibration of Conformal Predictors Under Distribution Shift Based on Unlabeled Examples Fatih Yilmaz Reinhard Heckel 13 0 0 09 Oct 2022
Calibrated Selective Classification Adam Fisch Tommi Jaakkola Regina Barzilay 21 16 0 25 Aug 2022
PAC Prediction Sets for Meta-Learning Sangdon Park Edgar Dobriban Insup Lee Osbert Bastani 15 15 0 06 Jul 2022
Conformal prediction set for time-series Chen Xu Yao Xie AI4TS 6 10 0 15 Jun 2022
Robust Calibration with Multi-domain Temperature Scaling Yaodong Yu Stephen Bates Yi-An Ma Michael I. Jordan OOD UQCV 11 33 0 06 Jun 2022
Conformal Prediction with Temporal Quantile Adjustments Zhen Lin Shubhendu Trivedi Jimeng Sun AI4TS 49 18 0 20 May 2022
Training-conditional coverage for distribution-free predictive inference Michael Bian Rina Foygel Barber 22 25 0 07 May 2022
Learning Augmentation Distributions using Transformed Risk Minimization Evangelos Chatzipantazis Stefanos Pertigkiozoglou Kostas Daniilidis Edgar Dobriban 38 15 0 16 Nov 2021
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 95 126 0 03 Oct 2021
Few-shot Conformal Prediction with Auxiliary Tasks Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 176 53 0 17 Feb 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 176 185 0 07 Jan 2021
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction Sangdon Park Osbert Bastani Nikolai Matni Insup Lee UQCV 131 68 0 31 Dec 2019