Test-time augmentation improves efficiency in conformal prediction

28 May 2025

Divya Shanmugam

H. Lu

Swami Sankaranarayanan

John Guttag

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Papers citing "Test-time augmentation improves efficiency in conformal prediction"

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Title
Conformal Prediction Sets Improve Human Decision Making Jesse C. Cresswell Yi Sui Bhargava Kumar Noël Vouitsis 108 19 0 24 Jan 2024
Evaluating the Utility of Conformal Prediction Sets for AI-Advised Image Labeling Dongping Zhang Angelos Chatzimparmpas Negar Kamali Jessica Hullman 44 8 0 16 Jan 2024
Class-Conditional Conformal Prediction with Many Classes Tiffany Ding Anastasios Nikolas Angelopoulos Stephen Bates Michael I. Jordan Robert Tibshirani 103 46 0 15 Jun 2023
Approaching Test Time Augmentation in the Context of Uncertainty Calibration for Deep Neural Networks Pedro Conde T. Barros Rui L. Lopes C. Premebida U. J. Nunes UQCV 49 7 0 11 Apr 2023
Dynamic Test-Time Augmentation via Differentiable Functions Shohei Enomoto Monikka Roslianna Busto Takeharu Eda OOD 62 5 0 09 Dec 2022
Improved Text Classification via Test-Time Augmentation H. Lu Divya Shanmugam Harini Suresh John Guttag ViT 43 11 0 27 Jun 2022
Training Uncertainty-Aware Classifiers with Conformalized Deep Learning Bat-Sheva Einbinder Yaniv Romano Matteo Sesia Yanfei Zhou UQCV 81 50 0 12 May 2022
On the Utility of Prediction Sets in Human-AI Teams Varun Babbar Umang Bhatt Adrian Weller 42 31 0 03 May 2022
Ensemble Conformalized Quantile Regression for Probabilistic Time Series Forecasting Vilde Jensen F. Bianchi S. N. Anfinsen AI4TS 108 38 0 17 Feb 2022
MEMO: Test Time Robustness via Adaptation and Augmentation Marvin Zhang Sergey Levine Chelsea Finn OOD TTA 81 314 0 18 Oct 2021
Simple Post-Training Robustness Using Test Time Augmentations and Random Forest Gilad Cohen Raja Giryes AAML 49 4 0 16 Sep 2021
Enhancing Adversarial Robustness via Test-time Transformation Ensembling Juan C. Pérez Motasem Alfarra Guillaume Jeanneret Laura Rueda Ali K. Thabet Guohao Li Pablo Arbelaez 38 26 0 29 Jul 2021
Optimized conformal classification using gradient descent approximation A. Bellotti 24 15 0 24 May 2021
Adaptive Test-Time Augmentation for Low-Power CPU Luca Mocerino R. G. Rizzo Valentino Peluso A. Calimera Enrico Macii TTA 47 4 0 13 May 2021
Benchmarking Representation Learning for Natural World Image Collections Grant Van Horn Elijah Cole Sara Beery Kimberly Wilber Serge J. Belongie Oisin Mac Aodha SSL VLM 49 170 0 30 Mar 2021
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 146 1,418 0 14 Dec 2020
Better Aggregation in Test-Time Augmentation Divya Shanmugam Davis W. Blalock Guha Balakrishnan John Guttag ViT 51 147 0 23 Nov 2020
Learning Loss for Test-Time Augmentation Ildoo Kim Younghoon Kim Sungwoong Kim OOD 41 91 0 22 Oct 2020
Classification with Valid and Adaptive Coverage Yaniv Romano Matteo Sesia Emmanuel J. Candès 186 315 0 03 Jun 2020
Exchangeability, Conformal Prediction, and Rank Tests Arun K. Kuchibhotla 105 48 0 13 May 2020
Greedy Policy Search: A Simple Baseline for Learnable Test-Time Augmentation Dmitry Molchanov Alexander Lyzhov Yuliya Molchanova Arsenii Ashukha Dmitry Vetrov TPM 88 84 0 21 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 256 42,038 0 03 Dec 2019
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations Dan Hendrycks Thomas G. Dietterich OOD VLM 105 3,399 0 28 Mar 2019
AutoAugment: Learning Augmentation Policies from Data E. D. Cubuk Barret Zoph Dandelion Mané Vijay Vasudevan Quoc V. Le 93 1,764 0 24 May 2018
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.4K 192,638 0 10 Dec 2015
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 166 14,831 1 21 Dec 2013
Learning by Transduction A. Gammerman V. Vovk V. Vapnik 116 511 0 30 Jan 2013
Cross-conformal predictors V. Vovk 314 200 0 03 Aug 2012
A tutorial on conformal prediction Glenn Shafer V. Vovk 255 1,122 0 21 Jun 2007