A neural graph model trained with evolution strategies and deep hashing assigns Wi-Fi 7 scheduled transmission slots, using about 25% fewer slots and losing up to 30% fewer packets in 1,000-device simulations.
Service requirements for cyber-physical control applications in vertical domains,
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Scalable Interference Graph Learning for Low-Latency Wi-Fi Networks using Hashing-based Evolution Strategy
A neural graph model trained with evolution strategies and deep hashing assigns Wi-Fi 7 scheduled transmission slots, using about 25% fewer slots and losing up to 30% fewer packets in 1,000-device simulations.