A hybrid transformer-zero-shot learning framework with Muon optimization for intelligent channel estimation in MIMO wireless systems.

Salama WM, Aly MH, Alshathri S, El-Shafai W

Open source

DOI
10.1038/s41598-025-33791-0
Published
2026 May 27
Container
Scientific reports
Publisher
Not recorded
Open access
yes

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BibTeX

@article{allodium:10.1038/s41598-025-33791-0,
  title = {A hybrid transformer-zero-shot learning framework with Muon optimization for intelligent channel estimation in MIMO wireless systems.},
  author = {Salama WM and Aly MH and Alshathri S and El-Shafai W},
  year = {2026},
  journal = {Scientific reports},
  doi = {10.1038/s41598-025-33791-0},
  url = {https://doi.org/10.1038/s41598-025-33791-0}
}

RIS

TY  - JOUR
TI  - A hybrid transformer-zero-shot learning framework with Muon optimization for intelligent channel estimation in MIMO wireless systems.
AU  - Salama WM
AU  - Aly MH
AU  - Alshathri S
AU  - El-Shafai W
PY  - 2026
JO  - Scientific reports
DO  - 10.1038/s41598-025-33791-0
UR  - https://doi.org/10.1038/s41598-025-33791-0
ER  - 

APA

WM, S., MH, A., S, A., & W, E. (2026). A hybrid transformer-zero-shot learning framework with Muon optimization for intelligent channel estimation in MIMO wireless systems.. Scientific reports. https://doi.org/10.1038/s41598-025-33791-0

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