3 papers
cs.AR2022
In-Network Accumulation: Extending the Role of NoC for DNN Acceleration
Binayak Tiwari, Mei Yang, Xiaohang Wang +1
Network-on-Chip (NoC) plays a significant role in the performance of a DNN accelerator. The scalability and modular design property of the NoC help in improving the performance of…
cs.LG2021
Improving the Performance of a NoC-based CNN Accelerator with Gather Support
Binayak Tiwari, Mei Yang, Xiaohang Wang +2
The increasing application of deep learning technology drives the need for an efficient parallel computing architecture for Convolutional Neural Networks (CNNs). A significant chal…
cs.NI2021
Efficient On-Chip Multicast Routing based on Dynamic Partition Merging
Binayak Tiwari, Mei Yang, Yingtao Jiang +1
Networks-on-chips (NoCs) have become the mainstream communication infrastructure for chip multiprocessors (CMPs) and many-core systems. The commonly used parallel applications and…