Papers | WavesFM

Multimodal Wireless Foundation ModelsarXiv 2511.15162
Main reference for our most advanced model. Introduces masked wireless modeling for multimodal WFMs (IQ, spectrograms, CSI, CIR).
6G WavesFM: A Foundation Model for Sensing, Communication and LocalizationIEEE
Focuses on image-like wireless modalities and analyzes how pretraining data affects downstream transfer.
Building 6G Radio Foundation Models with Transformer ArchitecturesIEEE
Earlier work exploring transformer architectures for radio foundation models.

Citation

If you use WavesFM in your research, please cite the papers.

@article{aboulfotouh2025multimodal,
  title = {Multimodal Wireless Foundation Models},
  author = {Aboulfotouh, Ahmed and Abou-Zeid, Hatem},
  journal = {arXiv preprint arXiv:2511.15162},
  year = {2025},
  url = {https://arxiv.org/abs/2511.15162}
}

Additional references: cite