references.bib

@article{FFT1,
  author    = {Micha{\"{e}}l Mathieu and
               Mikael Henaff and
               Yann LeCun},
  title     = {Fast Training of Convolutional Networks through FFTs},
  journal   = {CoRR},
  volume    = {abs/1312.5851},
  year      = {2013},
  url       = {http://arxiv.org/abs/1312.5851},
  timestamp = {Mon, 06 Jan 2014 15:10:41 +0100},
  biburl    = {http://dblp.uni-trier.de/rec/bib/journals/corr/MathieuHL13},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@article{FFT2,
  author    = {Nicolas Vasilache and
               Jeff Johnson and
               Micha{\"{e}}l Mathieu and
               Soumith Chintala and
               Serkan Piantino and
               Yann LeCun},
  title     = {Fast Convolutional Nets With fbfft: {A} {GPU} Performance Evaluation},
  journal   = {CoRR},
  volume    = {abs/1412.7580},
  year      = {2014},
  url       = {http://arxiv.org/abs/1412.7580},
  timestamp = {Thu, 01 Jan 2015 19:51:08 +0100},
  biburl    = {http://dblp.uni-trier.de/rec/bib/journals/corr/VasilacheJMCPL14},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}

@INPROCEEDINGS{conv_zhang,
 author = {Zhang, Chen and Li, Peng and Sun, Guangyu and Guan, Yijin and Xiao, Bingjun and Cong, Jason},
 title = {Optimizing FPGA-based Accelerator Design for Deep Convolutional Neural Networks},
 booktitle = {Proceedings of the 2015 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays},
 series = {FPGA '15},
 year = {2015},
 isbn = {978-1-4503-3315-3},
 location = {Monterey, California, USA},
 pages = {161--170},
 numpages = {10},
 url = {http://doi.acm.org/10.1145/2684746.2689060},
 doi = {10.1145/2684746.2689060},
 acmid = {2689060},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {acceleration, convolutional neural network, fpga, roofline model},
}

@ARTICLE{MM_strassen,
 author  = {Strassen, Volker},
 title   = {Gaussian elimination is not Optimal},
 journal = {Numerische Mathematik},
 volume  = {13},
 number  = {4},
 pages   = {354--356},
 issn    = {0945-3245}
}

@INPROCEEDINGS{MM_efficient, 
 author    = {N. Dave and K. Fleming and M. King and M. Pellauer and M. Vijayaraghavan}, 
 booktitle = {Formal Methods and Models for Codesign, 2007. MEMOCODE 2007. 5th IEEE/ACM International Conference on}, 
 title     = {Hardware Acceleration of Matrix Multiplication on a Xilinx FPGA}, 
 year      = {2007}, 
 pages     = {97-100}, 
 month     = {May}
}

@INCOLLECTION{alexnet,
  title = {ImageNet Classification with Deep Convolutional Neural Networks},
  author = {Alex Krizhevsky and Sutskever, Ilya and Geoffrey E. Hinton},
  booktitle = {Advances in Neural Information Processing Systems 25},
  editor = {F. Pereira and C.J.C. Burges and L. Bottou and K.Q. Weinberger},
  pages = {1097--1105},
  year = {2012},
  publisher = {Curran Associates, Inc.},
}

@article{winograd,
  author    = {Andrew Lavin},
  title     = {Fast Algorithms for Convolutional Neural Networks},
  journal   = {CoRR},
  volume    = {abs/1509.09308},
  year      = {2015},
  url       = {http://arxiv.org/abs/1509.09308},
  timestamp = {Thu, 01 Oct 2015 14:28:48 +0200},
  biburl    = {http://dblp.uni-trier.de/rec/bib/journals/corr/Lavin15b},
  bibsource = {dblp computer science bibliography, http://dblp.org}
}