Search Results for author: Kevin Weston

Found 2 papers, 0 papers with code

MERCURY: Accelerating DNN Training By Exploiting Input Similarity

no code implementations28 Oct 2021 Vahid Janfaza, Kevin Weston, Moein Razavi, Shantanu Mandal, Farabi Mahmud, Alex Hilty, Abdullah Muzahid

If the Signature of a new input vector matches that of an already existing vector in the MCACHE, the two vectors are found to have similarities.

Quantization

The Case for Learning Application Behavior to Improve Hardware Energy Efficiency

no code implementations27 Apr 2020 Kevin Weston, Vahid Jafanza, Arnav Kansal, Abhishek Taur, Mohamed Zahran, Abdullah Muzahid

During the execution of an unseen application, the model uses the learned knowledge to reconfigure hardware resources in order to maximize energy efficiency.

Cannot find the paper you are looking for? You can Submit a new open access paper.