Work

Worst-case bounds on classifier comparisons under image-group link loss: reproducibility archive

Year: 2026

Type: dataset

Abstract: Reproducibility archive for the manuscript 'Worst-case bounds on classifier comparisons under image-group link loss'. It contains the exact 1,797-image public benchmark subset used in the study, labels, deterministic transformations, split assignments, selected parameters, fixed predictions, sensitivity results, attainable-bound witnesses, figures, checksums, and the code required to audit the reported calculations. The released image representations originate from the cited UCI Optical Recognition of Handwritten Digits dataset (DOI: 10.24432/C50P49; CC BY 4.0). Shifted and blurred views are explicitly defined computational treatments, not newly collected observations. Original code is licensed under MIT; original derived outputs and documentation are licensed under CC BY 4.0.

Source: Zenodo (CERN European Organization for Nuclear Research)

DOI: 10.5281/zenodo.22718228

Authors: Guo, Bojian, Li, Xin, Temirbaeva, Nazgul Ismanovna, Kartanova, Asel

Institution: Kyrgyz State Technical University

Language: English

Topic: Machine Learning and Data Classification

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: green

OpenAlex ID: W7212356666

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