ComHymba introduces a domain-informed wireless foundation model with Hymba blocks for linear-complexity CSI modeling, reporting accuracy gains on eight downstream tasks and up to 3.3x inference speedup over Transformers.
Towards channel foundation models (CFMs): Motivations, methodologies and opportunities
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2026 2verdicts
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AirFM-DDA reparameterizes wireless channel data into the delay-Doppler-angle domain and uses efficient window attention to achieve better zero-shot performance on channel prediction and estimation with lower compute cost.
citing papers explorer
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ComHymba: Low-Complexity Domain-Informed Foundation Model for Wireless Communications
ComHymba introduces a domain-informed wireless foundation model with Hymba blocks for linear-complexity CSI modeling, reporting accuracy gains on eight downstream tasks and up to 3.3x inference speedup over Transformers.
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AirFM-DDA: Air-Interface Foundation Model in the Delay-Doppler-Angle Domain for AI-Native 6G
AirFM-DDA reparameterizes wireless channel data into the delay-Doppler-angle domain and uses efficient window attention to achieve better zero-shot performance on channel prediction and estimation with lower compute cost.