% Mcculloch-43, @Article{McCullochPitts1943, author = "W. McCulloch and W. Pitts", title = "{A Logical Calculus of the Ideas Immenent in Nervous Activity}", journal = "Bulletin of Mathematical Biophysics", year = 1943, volume = 5, number = 4, pages = "115-154" } @Article{Hopfield1982, author = "Hopfield, J. J.", title = "{Neural networks and physical systems with emergent collective computational abilities.}", journal = "Proceedings of the National Academy of Sciences of the United States of America", year = 1982, volume = 79, number = 8, pages = "2554-2558", doi = "10.1073/pnas.79.8.2554" } @InProceedings{SingerLippman1991, author = "Elliot Singer and Richard Lippmann", title = "Improved Hidden Markov Models Speech Recognition Using Radial Basis Function Networks", booktitle = "Advances in Neural Information Processing Systems", year = 1991, pages = "159-166", url = "http://papers.nips.cc/paper/527-improved-hidden-markov-models-speech-recognition-using-radial-basis-function-networks" } % LeCun1990, Lecun-90, @InProceedings{LeCunetal1989a, author = "Yann LeCun and Bernhard E. Boser and John S. Denker and Donnie Henderson and Richard E. Howard and Wayne E. Hubbard and Lawrence D. Jackel", title = "Handwritten Digit Recognition with a Back-Propagation Network", booktitle = "Advances in Neural Information Processing Systems", year = 1989, pages = "396-404", url = "http://papers.nips.cc/paper/293-handwritten-digit-recognition-with-a-back-propagation-network" } @Article{MisraSaha2010, author = "Janardan Misra and Indranil Saha", title = "{Artificial neural networks in hardware: A survey of two decades of progress}", journal = "Neurocomputing", year = 2010, volume = 74, number = "1-3", pages = "239-255", doi = "10.1016/j.neucom.2010.03.021" } @Article{Meadetal1991, author = "Carver Mead and Xavier Arreguit and John Lazzaro", title = "Analog {VLSI} model of binaural hearing", journal = "{IEEE} Transactions on Neural Networks", year = 1991, volume = 2, number = 2, pages = "230-236", doi = "10.1109/72.80333", url = "https://doi.org/10.1109/72.80333" } @Article{Burr1991, author = "James B. Burr", title = "Digital Neural Network Implementations", journal = "Neural Networks: Concepts Applications and Implementations", year = 1991, volume = 2 } @InProceedings{Ferreretal2004, author = "Daniel Ferrer and Ramiro Gonz{\'{a}}lez and Roberto Fleitas and Julio P. Acle and Rafael Canetti", title = "{NeuroFPGA - Implementing artificial neural networks on programmable logic devices}", booktitle = "Design, Automation and Test in Europe Conference and Exhibition", year = 2004, pages = "218-223", doi = "10.1109/DATE.2004.1269233" } @Article{Schmidetal1999, author = "Schmid, Alexandre and Leblebici, Yusuf and Mlynek, D.", title = "Mixed analogue-digital artificial-neural-network architecture with on-chip learning", journal = "IEE Proceedings - Circuits, Devices and Systems", year = 2000, volume = 146, pages = "345-349", doi = "10.1049/ip-cds:19990685" } @InCollection{Kimetal2005, author = "Dongsun Kim and Hyunsik Kim and Hongsik Kim and Gunhee Han and Duckjin Chung", title = "{A SIMD Neural Network Processor for Image Processing}", booktitle = "Lecture Notes in Computer Science", publisher = "Springer", year = 2005, volume = "II (3497)", pages = "665-672", doi = "10.1007/11427445_108", url = "http://link.springer.com/10.1007/11427445{\_}108" } @Article{LeCunetal2015, author = "Lecun, Yann and Bengio, Yoshua and Hinton, Geoffrey", title = "{Deep learning}", journal = "Nature", year = 2015, volume = 521, number = 7553, pages = "436-444", doi = "10.1038/nature14539", url = "http://www.nature.com/articles/nature14539", } @Article{Krizhevskyetal2012, author = "Alex Krizhevsky and Ilya Sutskever and Geoffrey Hinton E.", title = "{ImageNet Classification with Deep Convolutional Neural Networks}", journal = "Advances in Neural Information Processing Systems", year = 2012, volume = 2, pages = "1097-1105", } @article{Bojarskietal2016, author = {Mariusz Bojarski and Davide Del Testa and Daniel Dworakowski and Bernhard Firner and Beat Flepp and Prasoon Goyal and Lawrence D. Jackel and Mathew Monfort and Urs Muller and Jiakai Zhang and Xin Zhang and Jake Zhao and Karol Zieba}, title = {End to End Learning for Self-Driving Cars}, journal = {CoRR}, volume = {abs/1604.07316}, year = {2016}, url = {http://arxiv.org/abs/1604.07316}, archivePrefix = {arXiv} } @Article{Silveretal2016, author = "David Silver and Aja Huang and Chris J. Maddison and Arthur Guez and Laurent Sifre and George van den Driessche and Julian Schrittwieser and Ioannis Antonoglou and Veda Panneershelvam and Marc Lanctot and Sander Dieleman and Dominik Grewe and John Nham and Nal Kalchbrenner and Ilya Sutskever and Timothy Lillicrap and Madeleine Leach and Koray Kavukcuoglu and Thore Graepel and Demis Hassabis", title = "{Mastering the game of Go with deep neural networks and tree search}", journal = "Nature", year = 2016, volume = 529, number = 7587, pages = "484-489", doi = "10.1038/nature16961", url = "http://www.nature.com/articles/nature16961" } @Article{Chilimbietal2014, author = "Trishul Chilimbi and Yutaka Suzue and Johnson Apacible and Karthik Kalyanaraman", title = "{Project ADAM: Building an efficient and scalable deep learning training system}", journal = "USENIX Symposium on Operating Systems Design and Implementation", year = 2014, pages = "571-582" } @InProceedings{Szaboetal2000, author = "T.~Szabo and L.~Antoni and G.~Horvath and B. Feher", title = "{A full-parallel digital implementation for pre-trained NNs}", booktitle = "International Joint Conference on Neural Networks", year = 2000, pages = "49-54" } @InProceedings{Sarwar1etal2016, author = "S.~S.~Sarwar and S.~Venkataramani and A.~Raghunathan and K.~Roy", title = "Multiplier-less Artificial Neurons Exploiting Error Resiliency for Energy-Efficient Neural Computing", booktitle = "Design, Automation and Test in Europe Conference and Exhibition", year = 2016, pages = "145-150" } @InProceedings{Dingetal2018, author = "R.~Ding and Z.~Liu and R.~D.~Blanton and D.~Marculescu", title = "Quantized Deep Neural Networks for Energy Efficient Hardware-based Inference", booktitle = "Asia and South Pacific Design Automation Conference", year = 2018, pages = "1-8" } @Article{Mario2019, author = "M{\'{a}}rio P. V{\'{e}}stias", title = "A Survey of Convolutional Neural Networks on Edge with Reconfigurable Computing", journal = "Algorithms", year = 2019, volume = 12, number = 8, pages = 154, doi = "10.3390/a12080154", url = "https://doi.org/10.3390/a12080154" } @InProceedings{Marioetal2019, author = "M{\'{a}}rio P. V{\'{e}}stias and Rui Policarpo Duarte and Jos{\'{e}} T. de Sousa and Hor{\'{a}}cio C. Neto", title = "Hybrid Dot-Product Calculation for Convolutional Neural Networks in {FPGA}", booktitle = "International Conference on Field Programmable Logic and Applications", year = 2019, pages = "350-353", doi = "10.1109/FPL.2019.00062", url = "https://doi.org/10.1109/FPL.2019.00062" } @Article{Ansarietal2020, author = "M. S. {Ansari} and V. {Mrazek} and B. F. {Cockburn} and L. {Sekanina} and Z. {Vasicek} and J. {Han}", title = "Improving the Accuracy and Hardware Efficiency of Neural Networks Using Approximate Multipliers", journal = "IEEE Transactions on Very Large Scale Integration Systems", year = 2020, volume = 28, number = 2, pages = "317-328" } @InProceedings{Aksoyetal2020, author = "L.~Aksoy and S.~Parvin and M.~E.~Nojehdeh and M.~Altun", title = "Efficient Time-Multiplexed Realization of Feedforward Artificial Neural Networks", booktitle = "International Symposium on Circuits and Systems", year = 2020, note = "accepted for publication" } @Article{Aksoyetal2010, author = "L.~Aksoy and E.~O.~Gunes and P.~Flores", title = "{Search algorithms for the multiple constant multiplications problem: Exact and approximate}", journal = "Microprocessors and Microsystems, Embedded Hardware Design", year = 2010, volume = 34, number = 5, pages = "151-162" } @InProceedings{Aksoyetal2012, author = "Aksoy, Levent and Costa, Eduardo and Flores, Paulo and Monteiro, Jos{\'e}", title = "Multiplierless Design of Linear {DSP} Transforms", booktitle = "VLSI-SoC: Advanced Research for Systems on Chip", year = 2012, editor = "Mir, Salvador and Tsui, Chi-Ying and Reis, Ricardo and Choy, Oliver C. S.", pages = "73-93", publisher = "Springer Berlin Heidelberg" } @InProceedings{Aksoyetal2014, author = "Levent Aksoy and Paulo Flores and Jos{\'{e}} Monteiro", title = "{ECHO:} {A} novel method for the multiplierless design of constant array vector multiplication", booktitle = "International Symposium on Circuits and Systems", year = 2014, pages = "1456-1459" } @InProceedings{Aksoyetal2010b, author = "Levent Aksoy and Eduardo Costa and Paulo F. Flores and Jos{\'{e}} C. Monteiro", title = "Optimization of Area and Delay at Gate-Level in Multiple Constant Multiplications", booktitle = "Euromicro Conference on Digital System Design, Architectures, Methods and Tools", year = 2010, pages = "3-10", doi = "10.1109/DSD.2010.32", url = "https://doi.org/10.1109/DSD.2010.32" } @InProceedings{Aksoyetal2011, author = "Levent Aksoy and Eduardo Costa and Paulo F. Flores and Jos{\'{e}} C. Monteiro", title = "Design of low-power multiple constant multiplications using low-complexity minimum depth operations", booktitle = "{ACM} Great Lakes Symposium on {VLSI}", year = 2011, pages = "79-84", doi = "10.1145/1973009.1973026", url = "https://doi.org/10.1145/1973009.1973026" } @InProceedings{Aksoyetal2012b, author = "Levent Aksoy and Eduardo Costa and Paulo F. Flores and Jos{\'{e}} C. Monteiro", title = "Design of low-complexity digital finite impulse response filters on {FPGAs}", booktitle = "Design, Automation and Test in Europe Conference and Exhibition", year = 2012, pages = "1197-1202", doi = "10.1109/DATE.2012.6176675", url = "https://doi.org/10.1109/DATE.2012.6176675" } @InProceedings{Mrazeketal2017, author = "V. {Mrazek} and R. {Hrbacek} and Z. {Vasicek} and L. {Sekanina}", title = "EvoApproxSb: Library of approximate adders and multipliers for circuit design and benchmarking of approximation methods", booktitle = "Design, Automation and Test in Europe Conference and Exhibition", year = 2017, pages = "258-261" } @InProceedings{Anaetal2019, author = "Ana Gon{\c{c}}alves and Tiago Peres and M{\'{a}}rio P. V{\'{e}}stias", title = "Exploring Data Size to Run Convolutional Neural Networks in Low Density {FPGAs}", booktitle = "International Symposium on Applied Reconfigurable Computing", year = 2019, volume = 11444, series = "Lecture Notes in Computer Science", pages = "387-401", publisher = "Springer", doi = "10.1007/978-3-030-17227-5\_27", url = "https://doi.org/10.1007/978-3-030-17227-5\_27" }