Define the role and features of AI/ML in IEEE 802.11

Determine the specific role of artificial intelligence and machine learning within IEEE 802.11 and identify which AI/ML features should be standardized at the MAC and PHY layers, including supporting mechanisms for data collection, model exchange, and operation.

Background

The AI/ML standing committee is exploring the feasibility of integrating ML into 802.11 to improve operations such as CSI feedback compression, channel access, roaming, and multi‑AP transmission.

However, the document emphasizes that the standard’s focus on MAC/PHY and Wi‑Fi’s decentralized access model make the scope and mechanisms for AI/ML standardization uncertain.

References

So far, it remains unclear what the role of AI in 802.11 is going to be and what ML features could be enabled.

— Wi-Fi: Twenty-Five Years and Counting (2507.09613 - Geraci et al., 13 Jul 2025) in Appendix, Section A.4 (AI/ML Topic Interest Group / Standing Committee)