Dualformer applies a parameter-sharing DualNN via Transformer patches to complex signals, claiming better results on AMR, SSR, and SSP tasks than baselines.
6g wireless communication systems: Applications, requirements, technolo- gies, challenges, and research directions
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
UNVERDICTED 2representative citing papers
D2C offers fast deployment with existing devices while NTN delivers better long-term performance and security, with a hybrid approach recommended for 6G global connectivity.
citing papers explorer
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Dualformer: Efficient Feature Extractor for Complex-valued Blind Communication Signal Analysis
Dualformer applies a parameter-sharing DualNN via Transformer patches to complex signals, claiming better results on AMR, SSR, and SSP tasks than baselines.
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Comparative Analysis of Direct-to-Cell (D2C) and 3GPP Non-Terrestrial Networks (NTN) for Global Connectivity
D2C offers fast deployment with existing devices while NTN delivers better long-term performance and security, with a hybrid approach recommended for 6G global connectivity.