SGK Empirical Validation: Search for Optimal Application Domains

The SGK-Attention mechanism with ReLU causes network degeneracy in this specific architecture (ViT on MNIST). However, this does not invalidate the theoretical framework (SGK v1.2) — it indicates that this particular implementation is not optimal for this task.

Authors

Adrian Pietrzela (ORCID: https://orcid.org/0009-0005-9044-9331)

Publication Details

Journal: Zenodo (CERN European Organization for Nuclear Research)
Published: 2026-06-30
DOI: https://doi.org/10.5281/zenodo.21078743
Primary Topic: Parallel Computing and Optimization Techniques
Type: article
Field-Weighted Citation Impact: 0.00

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article

SGK Empirical Validation: Search for Optimal Application Domains

Adrian Pietrzela

Jun 30, 2026

Zenodo (CERN European Organization for Nuclear Research)

Parallel Computing and Optimization Techniques

article

SGK Empirical Validation: Search for Optimal Application Domains

Adrian Pietrzela

June 30, 2026article en

Abstract

Zenodo (CERN European Organization for Nuclear Research)

Openalex Percentile: Top 6%

Parallel Computing and Optimization Techniques

DOI Open Access PDF OpenAlex

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SGK Empirical Validation: Search for Optimal Application Domains — Adrian Pietrzela · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS