40 citations · 42 across the 3 of their papers we have counts for
3 papers
AIRCHITECT: Learning Custom Architecture Design and Mapping Space
Ananda Samajdar, Jan Moritz Joseph, Matthew Denton +1
Design space exploration is an important but costly step involved in the design/deployment of custom architectures to squeeze out maximum possible performance and energy efficiency…
Direct Spatial Implementation of Sparse Matrix Multipliers for Reservoir Computing
Matthew Denton, Herman Schmit
Reservoir computing systems rely on the recurrent multiplication of a very large, sparse, fixed matrix. We argue that direct spatial implementation of these fixed matrices minimize…
Enabling Compute-Communication Overlap in Distributed Deep Learning Training Platforms
Saeed Rashidi, Matthew Denton, Srinivas Sridharan +4
Deep Learning (DL) training platforms are built by interconnecting multiple DL accelerators (e.g., GPU/TPU) via fast, customized interconnects with 100s of gigabytes (GBs) of bandw…