Proximity-Informed Calibration for Deep Neural Networks

Proximity-Informed Calibration for Deep Neural Networks

7 June 2023

Pang Wei Koh

Bryan Hooi

Papers citing "Proximity-Informed Calibration for Deep Neural Networks"

11 / 11 papers shown

Title
Confidence Calibration of Classifiers with Many Classes Adrien LeCoz Stéphane Herbin Faouzi Adjed UQCV 37 1 0 05 Nov 2024
Consistency Calibration: Improving Uncertainty Calibration via Consistency among Perturbed Neighbors Linwei Tao Haolan Guo Minjing Dong Chang Xu UQCV AAML 18 2 0 16 Oct 2024
Understanding and Mitigating Miscalibration in Prompt Tuning for Vision-Language Models Shuoyuan Wang Yixuan Li Hongxin Wei VLM 54 2 0 03 Oct 2024
Weighted Risk Invariance: Domain Generalization under Invariant Feature Shift Gina Wong Joshua Gleason Ramalingam Chellappa Yoav Wald Anqi Liu OOD 43 0 0 25 Jul 2024
Optimizing Calibration by Gaining Aware of Prediction Correctness Yuchi Liu Lei Wang Yuli Zou James Zou Liang Zheng UQCV 44 1 0 19 Apr 2024
Model-Free Local Recalibration of Neural Networks R. Torres David J. Nott Scott A. Sisson T. Rodrigues J. G. Reis G. S. Rodrigues 37 1 0 09 Mar 2024
Open-Vocabulary Calibration for Fine-tuned CLIP Shuoyuan Wang Jindong Wang Guoqing Wang Bob Zhang Kaiyang Zhou Hongxin Wei VLM 33 5 0 07 Feb 2024
Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs Miao Xiong Zhiyuan Hu Xinyang Lu Yifei Li Jie Fu Junxian He Bryan Hooi 33 375 0 22 Jun 2023
Beyond Probability Partitions: Calibrating Neural Networks with Semantic Aware Grouping Jia-Qi Yang De-Chuan Zhan Le Gan UQCV 27 5 0 08 Jun 2023
Neural Clamping: Joint Input Perturbation and Temperature Scaling for Neural Network Calibration Yu Tang Pin-Yu Chen Tsung-Yi Ho 26 5 0 23 Sep 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 280 2,606 0 04 May 2021