Rethinking Confidence Calibration for Failure Prediction

6 March 2023

Papers citing "Rethinking Confidence Calibration for Failure Prediction"

29 / 29 papers shown

Title
MaxSup: Overcoming Representation Collapse in Label Smoothing Yuxuan Zhou Heng Li Zhi-Qi Cheng Xudong Yan Mario Fritz M. Keuper 41 0 0 18 Feb 2025
Interpretable Failure Detection with Human-Level Concepts Kien X. Nguyen Tang Li Xi Peng 50 0 0 07 Feb 2025
Pretraining with random noise for uncertainty calibration Jeonghwan Cheon Se-Bum Paik OnRL 43 0 0 23 Dec 2024
Typicalness-Aware Learning for Failure Detection Yijun Liu Jiequan Cui Zhuotao Tian Senqiao Yang Qingdong He Xiaoling Wang Jingyong Su AAML 28 0 0 04 Nov 2024
Dual-View Pyramid Pooling in Deep Neural Networks for Improved Medical Image Classification and Confidence Calibration Xiaoqing Zhang Qiushi Nie Zunjie Xiao Jilu Zhao Xiao Wu Pengxin Guo Runzhi Li Jin Liu Yanjie Wei Yi-Lun Pan 38 0 0 06 Aug 2024
DECIDER: Leveraging Foundation Model Priors for Improved Model Failure Detection and Explanation Rakshith Subramanyam Kowshik Thopalli V. Narayanaswamy Jayaraman J.Thiagarajan 27 2 0 01 Aug 2024
Overcoming Common Flaws in the Evaluation of Selective Classification Systems Jeremias Traub Till J. Bungert Carsten T. Lüth Michael Baumgartner Klaus H. Maier-Hein Lena Maier-Hein Paul F. Jaeger 36 3 0 01 Jul 2024
A Rate-Distortion View of Uncertainty Quantification Ifigeneia Apostolopoulou Benjamin Eysenbach Frank Nielsen Artur Dubrawski UQCV 46 2 0 16 Jun 2024
Pearls from Pebbles: Improved Confidence Functions for Auto-labeling Harit Vishwakarma Reid Chen Chen Sui Jiet Tay Satya Sai Srinath Namburi Frederic Sala Ramya Korlakai Vinayak 40 2 0 24 Apr 2024
Active Generalized Category Discovery Shijie Ma Fei Zhu Zhun Zhong Xu-Yao Zhang Cheng-Lin Liu 37 13 0 07 Mar 2024
Revisiting Confidence Estimation: Towards Reliable Failure Prediction Fei Zhu Xu-Yao Zhang Zhen Cheng Cheng-Lin Liu UQCV 49 10 0 05 Mar 2024
Towards Calibrated Deep Clustering Network Yuheng Jia Jianhong Cheng Hui Liu Junhui Hou UQCV 47 1 0 04 Mar 2024
SURE: SUrvey REcipes for building reliable and robust deep networks Yuting Li Yingyi Chen Xuanlong Yu Dexiong Chen Xi Shen UQCV OOD 38 4 0 01 Mar 2024
Self-Alignment for Factuality: Mitigating Hallucinations in LLMs via Self-Evaluation Xiaoying Zhang Baolin Peng Ye Tian Jingyan Zhou Lifeng Jin Linfeng Song Haitao Mi Helen Meng HILM 42 43 0 14 Feb 2024
Image-Caption Encoding for Improving Zero-Shot Generalization Eric Yang Yu Christopher Liao Sathvik Ravi Theodoros Tsiligkaridis Brian Kulis OODD VLM 19 0 0 05 Feb 2024
Unified Classification and Rejection: A One-versus-All Framework Zhen Cheng Xu-Yao Zhang Cheng-Lin Liu 59 7 0 22 Nov 2023
CAST: Cluster-Aware Self-Training for Tabular Data Minwook Kim Juseong Kim Kibeom Kim Giltae Song 33 0 0 10 Oct 2023
Empirical Optimal Risk to Quantify Model Trustworthiness for Failure Detection Shuang Ao Stefan Rueger Advaith Siddharthan 25 2 0 06 Aug 2023
Two Sides of Miscalibration: Identifying Over and Under-Confidence Prediction for Network Calibration Shuang Ao Stefan Rueger Advaith Siddharthan UQCV 13 8 0 06 Aug 2023
A Data-Driven Measure of Relative Uncertainty for Misclassification Detection Eduardo Dadalto Camara Gomes Marco Romanelli Georg Pichler Pablo Piantanida UQCV 32 5 0 02 Jun 2023
How to Fix a Broken Confidence Estimator: Evaluating Post-hoc Methods for Selective Classification with Deep Neural Networks L. F. P. Cattelan Danilo Silva UQCV 27 5 0 24 May 2023
A Hybrid of Generative and Discriminative Models Based on the Gaussian-coupled Softmax Layer Hideaki Hayashi 38 3 0 10 May 2023
OpenMix: Exploring Outlier Samples for Misclassification Detection Fei Zhu Zhen Cheng Xu-Yao Zhang Cheng-Lin Liu UQCV 31 32 0 30 Mar 2023
Patches Are All You Need? Asher Trockman J. Zico Kolter ViT 225 402 0 24 Jan 2022
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 271 2,603 0 04 May 2021
SWAD: Domain Generalization by Seeking Flat Minima Junbum Cha Sanghyuk Chun Kyungjae Lee Han-Cheol Cho Seunghyun Park Yunsung Lee Sungrae Park MoMe 216 423 0 17 Feb 2021
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 950 20,567 0 17 Apr 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 261 36,371 0 25 Aug 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015