Calibration tests beyond classification

Calibration tests beyond classification

21 October 2022

Fredrik Lindsten

Papers citing "Calibration tests beyond classification"

13 / 13 papers shown

Title
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review Toghrul Abbasli Kentaroh Toyoda Yuan Wang Leon Witt Muhammad Asif Ali Yukai Miao Dan Li Qingsong Wei UQCV 85 0 0 25 Apr 2025
Beyond Accuracy: The Role of Calibration in Self-Improving Large Language Models Liangjie Huang Dawei Li Huan Liu Lu Cheng LRM 34 0 0 03 Apr 2025
Optimizing Estimators of Squared Calibration Errors in Classification Sebastian G. Gruber Francis Bach 69 1 0 24 Feb 2025
Calibrated Probabilistic Forecasts for Arbitrary Sequences Charles Marx Volodymyr Kuleshov Stefano Ermon AI4TS 36 1 0 27 Sep 2024
PAC-Bayes Analysis for Recalibration in Classification Masahiro Fujisawa Futoshi Futami 25 0 0 10 Jun 2024
Reassessing How to Compare and Improve the Calibration of Machine Learning Models M. Chidambaram Rong Ge 63 1 0 06 Jun 2024
Information-theoretic Generalization Analysis for Expected Calibration Error Futoshi Futami Masahiro Fujisawa UQCV CML 28 1 0 24 May 2024
Calibration by Distribution Matching: Trainable Kernel Calibration Metrics Charles Marx Sofian Zalouk Stefano Ermon 14 6 0 31 Oct 2023
Smooth ECE: Principled Reliability Diagrams via Kernel Smoothing Jarosław Błasiok Preetum Nakkiran UQCV 35 20 0 21 Sep 2023
Improving Neural Additive Models with Bayesian Principles Kouroche Bouchiat Alexander Immer Hugo Yèche Gunnar Rätsch Vincent Fortuin BDL MedIm 19 6 0 26 May 2023
Extracting Victim Counts from Text Mian Zhong S. Dhuliawala Niklas Stoehr 9 5 0 23 Feb 2023
Better Uncertainty Calibration via Proper Scores for Classification and Beyond Sebastian G. Gruber Florian Buettner UQCV 6 45 0 15 Mar 2022
Classifier Calibration: A survey on how to assess and improve predicted class probabilities Telmo de Menezes e Silva Filho Hao Song Miquel Perelló Nieto Raúl Santos-Rodríguez Meelis Kull Peter A. Flach 18 76 0 20 Dec 2021