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Dataset . 2026
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Dataset . 2026
Data sources: Datacite
ZENODO
Dataset . 2026
Data sources: Datacite
ZENODO
Dataset . 2026
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Reproducibility package for "Attention Is Not All You Need for Diffraction"

Authors: Baggett, Elizabeth; Friedman, Edward G.; Shetty, Abhishek; Chan-Sew, Derrick; Acha, Vanellsa; Dwarcherla, Harshita; Kienzle, Paul; +1 Authors

Reproducibility package for "Attention Is Not All You Need for Diffraction"

Abstract

Paper reproducibility package for the revised manuscript "Attention Is Not All You Need for Diffraction". The package contains the current flat-37 Vision Transformer checkpoint set, the matched regular-transformer architecture-control checkpoint, generated run configs and metadata, training/evaluation wrappers, frozen extinction-group-to-rule mapping assets, compact calibration and information-theory result summaries, compact SG-to-EG and XRDBench comparison outputs, and RRUFF-325/RRUFF-473 benchmark case-ID CSV files. The archive is intended as the paper artifact layer; generated training corpora are not included.

The archive contains MANIFEST.csv and CHECKSUMS.sha256. SG/EG categorical-control training checkpoints and posterior NPZ audit bundles are outside the main package scope; compact JSON/CSV outputs are included.

Keywords

extinction groups, machine learning, RRUFF, topological error analysis, powder diffraction, preferred orientation, transformers, crystallography

  • BIP!
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    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).
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    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.
    Average
    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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    impulse
    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