A novel Deep Learning approach for one-step Conformal Prediction
approximation

A novel Deep Learning approach for one-step Conformal Prediction approximation

25 July 2022

Julia A. Meister

Papers citing "A novel Deep Learning approach for one-step Conformal Prediction approximation"

19 / 19 papers shown

Title
Game-Theoretic Defenses for Robust Conformal Prediction Against Adversarial Attacks in Medical Imaging Rui Luo Jie Bao Zhixin Zhou Chuangyin Dang MedIm AAML 206 7 0 07 Nov 2024
Approximating Full Conformal Prediction at Scale via Influence Functions Javier Abad Umang Bhatt Adrian Weller Giovanni Cherubin 85 10 0 02 Feb 2022
Conformal Prediction using Conditional Histograms Matteo Sesia Yaniv Romano 161 68 0 18 May 2021
Audio feature ranking for sound-based COVID-19 patient detection Julia A. Meister K. Nguyen Zhiyuan Luo 48 18 0 14 Apr 2021
Few-shot Conformal Prediction with Auxiliary Tasks Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 342 55 0 17 Feb 2021
Exact Optimization of Conformal Predictors via Incremental and Decremental Learning Giovanni Cherubin K. Chatzikokolakis Martin Jaggi 62 14 0 05 Feb 2021
Uncertainty Sets for Image Classifiers using Conformal Prediction Anastasios Nikolas Angelopoulos Stephen Bates Jitendra Malik Michael I. Jordan UQCV 191 333 0 29 Sep 2020
The Real-World-Weight Cross-Entropy Loss Function: Modeling the Costs of Mislabeling Yaoshiang Ho S. Wookey 56 533 0 03 Jan 2020
An Alternative Probabilistic Interpretation of the Huber Loss Gregory P. Meyer 60 105 0 05 Nov 2019
Nested conformal prediction and quantile out-of-bag ensemble methods Chirag Gupta Arun K. Kuchibhotla Aaditya Ramdas MQ 168 117 0 23 Oct 2019
Overcoming Limitations of Mixture Density Networks: A Sampling and Fitting Framework for Multimodal Future Prediction Osama Makansi Eddy Ilg Özgün Çiçek Thomas Brox 102 191 0 09 Jun 2019
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network Chen Li Gim Hee Lee 3DH 42 206 0 11 Apr 2019
Advantages of versatile neural-network decoding for topological codes N. Maskara Aleksander Kubica Tomas Jochym-OĆonnor 38 68 0 23 Feb 2018
Generalized Uniformity Testing Tugkan Batu C. Canonne 50 35 0 15 Aug 2017
Criteria of efficiency for conformal prediction V. Vovk I. Nouretdinov Valentina Fedorova Ivan Petej A. Gammerman 48 83 0 14 Mar 2016
Regression Conformal Prediction with Nearest Neighbours Harris Papadopoulos V. Vovk A. Gammerman 297 185 0 16 Jan 2014
Conditional validity of inductive conformal predictors V. Vovk 216 416 0 12 Sep 2012
Cross-conformal predictors V. Vovk 484 202 0 03 Aug 2012
A tutorial on conformal prediction Glenn Shafer V. Vovk 429 1,135 0 21 Jun 2007