3 papers
cs.DC2026
NEURON-Fabric: Architecture-Runtime Co-Design for Controlled Low-Bit Gradient Communication
Ziqiang Wang, Changcheng Huang, Chung-Horng Lung
Large-scale neural-network training repeatedly aggregates gradients across devices, making communication a central cost in distributed learning. Low-bit gradient aggregation can re…
cs.DC2026
NEURON-Fabric: CXL-Side Low-Bit Gradient Aggregation for Distributed Training
Ziqiang Wang, Changcheng Huang, Chung-Horng Lung
In large-model distributed training, especially large language model workloads, gradient All-Reduce increasingly stresses the memory and communication path. This paper asks whether…
cs.AR2022
A Many-ported and Shared Memory Architecture for High-Performance ADAS SoCs
Hao Luan, Yu Yao, Chang Huang
Increasing investment in computing technologies and the advancements in silicon technology has fueled rapid growth in advanced driver assistance systems (ADAS) and corresponding So…