SmartFLow: A Communication-Efficient SDN Framework for Cross-Silo Federated Learning

The project addresses a specific infrastructure bottleneck in Federated Learning by combining SDN with ML orchestration. While the approach is sound for research, the zero-star repository and lack of community traction suggest it is an academic reference implementation rather than a production-grade tool. Frontier labs are unlikely to compete here as it focuses on lower-layer networking and enterprise-specific siloed infrastructure.