2 papers
cs.DC2024
Accelerating Distributed Deep Learning using Lossless Homomorphic Compression
Haoyu Li, Yuchen Xu, Jiayi Chen +5
As deep neural networks (DNNs) grow in complexity and size, the resultant increase in communication overhead during distributed training has become a significant bottleneck, challe…
cs.NI2023
ClickINC: In-network Computing as a Service in Heterogeneous Programmable Data-center Networks
Wenquan Xu, Zijian Zhang, Yong Feng +8
In-Network Computing (INC) has found many applications for performance boosts or cost reduction. However, given heterogeneous devices, diverse applications, and multi-path network…