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Beyond calibration: estimating the grouping loss of modern neural
  networks

Beyond calibration: estimating the grouping loss of modern neural networks

28 October 2022
Alexandre Perez-Lebel
Marine Le Morvan
Gaël Varoquaux
    UQCV
ArXivPDFHTML

Papers citing "Beyond calibration: estimating the grouping loss of modern neural networks"

10 / 10 papers shown
Title
Rethinking Early Stopping: Refine, Then Calibrate
Rethinking Early Stopping: Refine, Then Calibrate
Eugene Berta
David Holzmüller
Michael I. Jordan
Francis Bach
72
0
0
31 Jan 2025
Reassessing How to Compare and Improve the Calibration of Machine Learning Models
Reassessing How to Compare and Improve the Calibration of Machine Learning Models
M. Chidambaram
Rong Ge
74
1
0
06 Jun 2024
Revisiting Confidence Estimation: Towards Reliable Failure Prediction
Revisiting Confidence Estimation: Towards Reliable Failure Prediction
Fei Zhu
Xu-Yao Zhang
Zhen Cheng
Cheng-Lin Liu
UQCV
52
10
0
05 Mar 2024
On Calibration of Modern Quantized Efficient Neural Networks
On Calibration of Modern Quantized Efficient Neural Networks
Joe-Hwa Kuang
Alexander Wong
UQCV
MQ
27
1
0
25 Sep 2023
Beyond Confidence: Reliable Models Should Also Consider Atypicality
Beyond Confidence: Reliable Models Should Also Consider Atypicality
Mert Yuksekgonul
Linjun Zhang
James Zou
Carlos Guestrin
32
20
0
29 May 2023
Minimum-Risk Recalibration of Classifiers
Minimum-Risk Recalibration of Classifiers
Zeyu Sun
Dogyoon Song
Alfred Hero
38
5
0
18 May 2023
How to select predictive models for causal inference?
How to select predictive models for causal inference?
M. Doutreligne
Gaël Varoquaux
ELM
CML
29
2
0
01 Feb 2023
Uncertainty Estimation based on Geometric Separation
Uncertainty Estimation based on Geometric Separation
Gabriella Chouraqui
L. Cohen
Gil Einziger
Liel Leman
33
0
0
11 Jan 2023
Calibrating AI Models for Wireless Communications via Conformal
  Prediction
Calibrating AI Models for Wireless Communications via Conformal Prediction
K. Cohen
Sangwoo Park
Osvaldo Simeone
S. Shamai
32
6
0
15 Dec 2022
Metrics reloaded: Recommendations for image analysis validation
Metrics reloaded: Recommendations for image analysis validation
Lena Maier-Hein
Annika Reinke
Patrick Godau
M. Tizabi
Florian Buettner
...
Aleksei Tiulpin
Sotirios A. Tsaftaris
Ben Van Calster
Gaël Varoquaux
Paul F. Jäger
34
217
0
03 Jun 2022
1