Knowing what you know: valid and validated confidence sets in multiclass
and multilabel prediction

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Knowing what you know: valid and validated confidence sets in multiclass and multilabel prediction

21 April 2020

Maxime Cauchois

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Papers citing "Knowing what you know: valid and validated confidence sets in multiclass and multilabel prediction"

12 / 12 papers shown

Title
Post-selection Inference for Conformal Prediction: Trading off Coverage for Precision Siddhaarth Sarkar Arun K. Kuchibhotla 205 5 0 12 Apr 2023
Training Uncertainty-Aware Classifiers with Conformalized Deep Learning Bat-Sheva Einbinder Yaniv Romano Matteo Sesia Yanfei Zhou UQCV 146 54 0 12 May 2022
Consistent Accelerated Inference via Confident Adaptive Transformers Tal Schuster Adam Fisch Tommi Jaakkola Regina Barzilay AI4TS 255 73 0 18 Apr 2021
Testing for Outliers with Conformal p-values Stephen Bates Emmanuel Candès Lihua Lei Yaniv Romano Matteo Sesia 176 144 0 16 Apr 2021
Conformalized Survival Analysis Emmanuel J. Candès Lihua Lei Zhimei Ren 409 82 0 17 Mar 2021
Distribution-free uncertainty quantification for classification under label shift Aleksandr Podkopaev Aaditya Ramdas UQCV 81 88 0 04 Mar 2021
Few-shot Conformal Prediction with Auxiliary Tasks Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 375 56 0 17 Feb 2021
Robust Validation: Confident Predictions Even When Distributions Shift Maxime Cauchois Suyash Gupta Alnur Ali John C. Duchi OOD 138 98 0 10 Aug 2020
Making learning more transparent using conformalized performance prediction Matthew J. Holland FedML 50 10 0 09 Jul 2020
Efficient Conformal Prediction via Cascaded Inference with Expanded Admission Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 50 1 0 06 Jul 2020
Inject Machine Learning into Significance Test for Misspecified Linear Models Jiaye Teng Yang Yuan 35 2 0 04 Jun 2020
Classification with Valid and Adaptive Coverage Yaniv Romano Matteo Sesia Emmanuel J. Candès 397 330 0 03 Jun 2020