AdaFocal: Calibration-aware Adaptive Focal Loss

AdaFocal: Calibration-aware Adaptive Focal Loss

21 November 2022

Matthew R. Gormley

Papers citing "AdaFocal: Calibration-aware Adaptive Focal Loss"

18 / 18 papers shown

Title
Balancing Two Classifiers via A Simplex ETF Structure for Model Calibration Jiani Ni He Zhao Jintong Gao Dandan Guo H. Zha 32 0 0 14 Apr 2025
T-CIL: Temperature Scaling using Adversarial Perturbation for Calibration in Class-Incremental Learning Seong-Hyeon Hwang Minsu Kim Steven Euijong Whang 36 0 0 28 Mar 2025
Enhance GNNs with Reliable Confidence Estimation via Adversarial Calibration Learning Yilong Wang Jingyang Zhang Tianxiang Zhao Suhang Wang AAML 44 0 0 23 Mar 2025
A Guide to Failure in Machine Learning: Reliability and Robustness from Foundations to Practice Eric Heim Oren Wright David Shriver OOD FaML 68 0 0 01 Mar 2025
Feature Clipping for Uncertainty Calibration Linwei Tao Minjing Dong Chang Xu UQCV 26 2 0 16 Oct 2024
Improving Calibration by Relating Focal Loss, Temperature Scaling, and Properness Viacheslav Komisarenko Meelis Kull UQCV 19 0 0 21 Aug 2024
Enhancing Financial Market Predictions: Causality-Driven Feature Selection Wenhao Liang Zhengyang Li Weitong Chen AIFin 43 0 0 02 Aug 2024
Geometric Insights into Focal Loss: Reducing Curvature for Enhanced Model Calibration Masanari Kimura Hiroki Naganuma 21 0 0 01 May 2024
A Short Survey on Importance Weighting for Machine Learning Masanari Kimura H. Hino 36 5 0 15 Mar 2024
Selective Learning: Towards Robust Calibration with Dynamic Regularization Zongbo Han Yifeng Yang Changqing Zhang Linjun Zhang Qiufeng Wang Qinghua Hu 29 4 0 13 Feb 2024
RankMixup: Ranking-Based Mixup Training for Network Calibration Jongyoun Noh Hyekang Park Junghyup Lee Bumsub Ham UQCV 27 9 0 23 Aug 2023
ACLS: Adaptive and Conditional Label Smoothing for Network Calibration Hyekang Park Jongyoun Noh Youngmin Oh Donghyeon Baek Bumsub Ham UQCV 36 12 0 23 Aug 2023
Model Calibration in Dense Classification with Adaptive Label Perturbation Jiawei Liu Changkun Ye Shanpeng Wang Rui-Qing Cui Jing Zhang Kai Zhang Nick Barnes 47 5 0 25 Jul 2023
Dual Focal Loss for Calibration Linwei Tao Minjing Dong Chang Xu UQCV 44 26 0 23 May 2023
Towards Unbiased Calibration using Meta-Regularization Cheng Wang Jacek Golebiowski 28 1 0 27 Mar 2023
Selective classification using a robust meta-learning approach Nishant Jain Karthikeyan Shanmugam Pradeep Shenoy OOD 26 2 0 12 Dec 2022
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 270 36,371 0 25 Aug 2016
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,198 0 01 Sep 2014