Chakravarthy, K. 2026. Multi-Scale Hierarchical Diffusion Networks for Efficient Layout Generation: Improving Efficiency via Hierarchical Framework and Multi-Decoder Architectures. Journal of Computer Networks, Architecture and High Performance Computing. 8, 2 (Apr. 2026), 225–234. DOI:https://doi.org/10.47709/cnahpc.v8i2.7497.