Second Ph.D. Paper Published by ACM TACO

Dr. David Gregg and I have had my second Ph.D. paper published. Entitled “Low Complexity Multiply-Accumulate Units for Convolutional Neural Networks with Weight-Sharing”, the ACM Transactions on Architecture and Code Optimization published it in their August 2018 Journal. The ACM also published it on their online server, which can be viewed for free! It can also be found on the arXiv.org pre-print server.

Simplified weight-shared convolution with PASM

Here are more details of the publication:
Title: Low Complexity Multiply-Accumulate Units for Convolutional Neural Networks with Weight-Sharing
Published in:
ACM Transactions on Architecture and Code Optimization (TACO) (Volume: 15, Issue: 3, Article 31)
Date of Publication: August 2018
Print ISSN: 1544-3566
DOI: 10.1145/3233300
Publisher: ACM

ACM TACO Bibtex (should you wish to cite our paper):

@article{Garland:2018:LCM:3274266.3233300,
 author = {Garland, James and Gregg, David},
 title = {Low Complexity Multiply-Accumulate Units for Convolutional Neural Networks with Weight-Sharing},
 journal = {ACM Trans. Archit. Code Optim.},
 issue_date = {August 2018},
 volume = {15},
 number = {3},
 month = sep,
 year = {2018},
 issn = {1544-3566},
 pages = {31:1--31:24},
 articleno = {31},
 numpages = {24},
 url = {http://doi.acm.org/10.1145/3233300},
 doi = {10.1145/3233300},
 acmid = {3233300},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {ASIC, CNN, FPGA, arithmetic hardware circuits, multiply accumulate, power efficiency},
} 

Published in: arXiv.org. arXiv Bibtex:

@article{DBLP:journals/corr/abs-1801-10219,
  author    = {James Garland and David Gregg},
  title     = {Low Complexity Multiply-Accumulate Units for Convolutional Neural Networks with Weight-Sharing},
  journal   = {CoRR},
  volume    = {abs/1801.10219},
  year      = {2018},
  url       = {http://arxiv.org/abs/1801.10219},
  archivePrefix = {arXiv},
  eprint    = {1801.10219},
  timestamp = {Mon, 13 Aug 2018 16:47:23 +0200},
  biburl    = {https://dblp.org/rec/bib/journals/corr/abs-1801-10219},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

My complete list of publications can also be seen on my research publications page.