Distribution-Free Predictive Inference For Regression

14 April 2016

Papers citing "Distribution-Free Predictive Inference For Regression"

50 / 106 papers shown

Title
Calibrating AI Models for Wireless Communications via Conformal Prediction K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 24 6 0 15 Dec 2022
Distribution Free Prediction Sets for Node Classification J. Clarkson AI4CE 30 24 0 26 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
Efficiently Controlling Multiple Risks with Pareto Testing Bracha Laufer-Goldshtein Adam Fisch Regina Barzilay Tommi Jaakkola 34 16 0 14 Oct 2022
Constructing Prediction Intervals with Neural Networks: An Empirical Evaluation of Bootstrapping and Conformal Inference Methods Alex Contarino Christine M. Schubert-Kabban Chancellor Johnstone Fairul Mohd-Zaid 28 3 0 07 Oct 2022
Conditional Feature Importance for Mixed Data Kristin Blesch David S. Watson Marvin N. Wright 40 7 0 06 Oct 2022
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey S. Sun AI4CE 23 10 0 08 Sep 2022
Interpretable Uncertainty Quantification in AI for HEP Thomas Y. Chen B. Dey A. Ghosh Michael Kagan Brian D. Nord Nesar Ramachandra 22 7 0 05 Aug 2022
ACHO: Adaptive Conformal Hyperparameter Optimization Riccardo Doyle TPM 17 0 0 06 Jul 2022
Improved conformalized quantile regression Martim Sousa Ana Maria Tomé José Manuel Moreira 26 6 0 06 Jul 2022
Modular Conformal Calibration Charles Marx Shengjia Zhao W. Neiswanger Stefano Ermon 24 15 0 23 Jun 2022
Influence of uncertainty estimation techniques on false-positive reduction in liver lesion detection Ishaan Bhat J. Pluim M. Viergever Hugo J. Kuijf MedIm 19 4 0 22 Jun 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
Explainable Artificial Intelligence (XAI) for Internet of Things: A Survey İbrahim Kök Feyza Yıldırım Okay Özgecan Muyanlı S. Özdemir XAI 12 51 0 07 Jun 2022
Model-Agnostic Confidence Intervals for Feature Importance: A Fast and Powerful Approach Using Minipatch Ensembles Luqin Gan Lili Zheng Genevera I. Allen 18 6 0 05 Jun 2022
Training Uncertainty-Aware Classifiers with Conformalized Deep Learning Bat-Sheva Einbinder Yaniv Romano Matteo Sesia Yanfei Zhou UQCV 21 47 0 12 May 2022
Training-conditional coverage for distribution-free predictive inference Michael Bian Rina Foygel Barber 22 25 0 07 May 2022
On the Utility of Prediction Sets in Human-AI Teams Varun Babbar Umang Bhatt Adrian Weller 12 31 0 03 May 2022
Blocked or Broken? Automatically Detecting When Privacy Interventions Break Websites Michael Smith Peter Snyder Moritz Haller B. Livshits D. Stefan Hamed Haddadi 6 8 0 07 Mar 2022
Synthetic Control As Online Linear Regression Jiafeng Chen OffRL 27 16 0 17 Feb 2022
Adaptive Conformal Predictions for Time Series Margaux Zaffran Aymeric Dieuleveut Olivier Féron Y. Goude Julie Josse AI4TS 28 127 0 15 Feb 2022
Stable Conformal Prediction Sets Eugène Ndiaye 22 20 0 19 Dec 2021
Predicting Code Review Completion Time in Modern Code Review Moataz Chouchen Jefferson Olongo Ali Ouni Mohamed Wiem Mkaouer 10 4 0 30 Sep 2021
Feature Importance in Gradient Boosting Trees with Cross-Validation Feature Selection Afek Ilay Adler Amichai Painsky 17 67 0 12 Sep 2021
Conformal Bayesian Computation Edwin Fong Chris Holmes 32 24 0 11 Jun 2021
Bias, Fairness, and Accountability with AI and ML Algorithms Neng-Zhi Zhou Zach Zhang V. Nair Harsh Singhal Jie Chen Agus Sudjianto FaML 16 8 0 13 May 2021
Root-finding Approaches for Computing Conformal Prediction Set Eugène Ndiaye Ichiro Takeuchi 11 10 0 14 Apr 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
SCRIB: Set-classifier with Class-specific Risk Bounds for Blackbox Models Zhen Lin Cao Xiao Lucas Glass M. P. M. Brandon Westover Jimeng Sun BDL 13 11 0 05 Mar 2021
Distribution-free uncertainty quantification for classification under label shift A. Podkopaev Aaditya Ramdas UQCV 9 83 0 04 Mar 2021
Significance tests of feature relevance for a black-box learner Ben Dai Xiaotong Shen Wei Pan 15 25 0 02 Mar 2021
Flexible Model Aggregation for Quantile Regression Rasool Fakoor Tae-Soo Kim Jonas W. Mueller Alexander J. Smola R. Tibshirani 17 19 0 26 Feb 2021
Distribution-Free Conditional Median Inference Dhruv Medarametla Emmanuel J. Candès 14 15 0 16 Feb 2021
Exact Optimization of Conformal Predictors via Incremental and Decremental Learning Giovanni Cherubin K. Chatzikokolakis Martin Jaggi 20 14 0 05 Feb 2021
Learning Prediction Intervals for Model Performance Benjamin Elder Matthew Arnold Anupama Murthi Jirí Navrátil 8 10 0 15 Dec 2020
Why model why? Assessing the strengths and limitations of LIME Jurgen Dieber S. Kirrane FAtt 4 95 0 30 Nov 2020
Learning Certified Control using Contraction Metric Dawei Sun Susmit Jha Chuchu Fan 10 74 0 25 Nov 2020
Explaining by Removing: A Unified Framework for Model Explanation Ian Covert Scott M. Lundberg Su-In Lee FAtt 22 241 0 21 Nov 2020
Mostly Harmless Machine Learning: Learning Optimal Instruments in Linear IV Models Jiafeng Chen Daniel L. Chen Greg Lewis CML 17 15 0 12 Nov 2020
Feature Removal Is a Unifying Principle for Model Explanation Methods Ian Covert Scott M. Lundberg Su-In Lee FAtt 21 33 0 06 Nov 2020
Reactive motion planning with probabilistic safety guarantees Yuxiao Chen Ugo Rosolia Chuchu Fan Aaron D. Ames R. Murray 16 32 0 06 Nov 2020
Interpretable Machine Learning -- A Brief History, State-of-the-Art and Challenges Christoph Molnar Giuseppe Casalicchio B. Bischl AI4TS AI4CE 10 397 0 19 Oct 2020
Robust Validation: Confident Predictions Even When Distributions Shift Maxime Cauchois Suyash Gupta Alnur Ali John C. Duchi OOD 7 89 0 10 Aug 2020
Making learning more transparent using conformalized performance prediction Matthew J. Holland FedML 9 10 0 09 Jul 2020
OptiLIME: Optimized LIME Explanations for Diagnostic Computer Algorithms Giorgio Visani Enrico Bagli F. Chesani FAtt 11 60 0 10 Jun 2020
Conformal Prediction: a Unified Review of Theory and New Challenges Matteo Fontana Gianluca Zeni S. Vantini 14 126 0 16 May 2020
Exchangeability, Conformal Prediction, and Rank Tests Arun K. Kuchibhotla 23 47 0 13 May 2020
The Grammar of Interactive Explanatory Model Analysis Hubert Baniecki Dariusz Parzych P. Biecek 13 44 0 01 May 2020
Verified Uncertainty Calibration Ananya Kumar Percy Liang Tengyu Ma 8 345 0 23 Sep 2019
Computing Full Conformal Prediction Set with Approximate Homotopy Eugène Ndiaye Ichiro Takeuchi 11 15 0 20 Sep 2019