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ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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Data for "Beyond Overconfidence: Model Advances and Domain Shifts Redefine Calibration in Neural Networks"

Authors: Hekler, Achim;

Data for "Beyond Overconfidence: Model Advances and Domain Shifts Redefine Calibration in Neural Networks"

Abstract

The repository contains model outputs from our study on neural network calibration across various architectures and domains. Available Datasets: ImageNet ImageNet-V2 ImageNet-A Breast Ultrasound Retinal OCT Pneumonia Derma (HAM10000) Derma-C Each .safetensor file includes: Model logits and ground truth labels for the validation set (for the distribution-shifted datasets) Model logits and ground truth labels for the test set File Naming Convention: [model_name]_output.safetensor, where model_name is the string identifier from the timm library. Available Models: ConvNeXt EVA BEiT ViT Swin Transformer ResNet Note: Due to size constraints, we have not been able to upload the ImageNet-C model outputs. However, these outputs can be made available upon request.

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    popularity
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average