16 citations · 16 across the 3 of their papers we have counts for
4 papers
SeqPoint: Identifying Representative Iterations of Sequence-based Neural Networks
Suchita Pati, Shaizeen Aga, Matthew D. Sinclair +1
The ubiquity of deep neural networks (DNNs) continues to rise, making them a crucial application class for hardware optimizations. However, detailed profiling and characterization…
The gem5 Simulator: Version 20.0+
Jason Lowe-Power, Abdul Mutaal Ahmad, Ayaz Akram +75
The open-source and community-supported gem5 simulator is one of the most popular tools for computer architecture research. This simulation infrastructure allows researchers to mod…
Specializing Coherence, Consistency, and Push/Pull for GPU Graph Analytics
Giordano Salvador, Wesley H. Darvin, Muhammad Huzaifa +3
This work provides the first study to explore the interaction of update propagation with and without fine-grained synchronization (push vs. pull), emerging coherence protocols (GPU…
Optimizing GPU Cache Policies for MI Workloads
Johnathan Alsop, Matthew D. Sinclair, Srikant Bharadwaj +8
In recent years, machine intelligence (MI) applications have emerged as a major driver for the computing industry. Optimizing these workloads is important but complicated. As memor…