Open access
2026
Synchronous Distributed Training With Runtime-Adaptive Mechanisms in Hybrid Cloud Environments
Experimental evaluations demonstrate the effectiveness of the framework ASTRA, which achieves lower time-to-accuracy than a resource-heterogeneity-aware baseline and several compression-based frameworks, while preserving convergence quality and robustness across heterogeneous hybrid cloud environments.
Tuan Anh Vuong, Thanh Loi Hoang, Huan Le et al.
· IEEE Access · 0 citations