Abstract: Intelligent multi-path routing in resource-constrained Software-Defined Networks (SDNs) must balance real-time adaptability with low operational overhead. Existing centralized or static ...

Abstract: In-network aggregation (INA) has emerged as a key technology to alleviate communication bottlenecks in large-scale distributed training, but its performance is often hindered by suboptimal ...