IEEE Circuits and Systems Magazine - Q3 2020 - 33
[17] R. Cai et al., "A stochastic-computing based deep learning framework using adiabatic quantum-flux-parametron superconducting technology," in Proc. 46th Int. Symp. Computer Architecture (ISCA '19). New
York: ACM, 2019, pp. 567-578. doi: 10.1145/3307650.3322270.
[18] A. Alaghi and J. P. Hayes, "Survey of stochastic computing," ACM
Trans. Embed. Comput. Syst., vol. 12, no. 2s, pp. 92:1-92:19, May 2013. doi:
10.1145/2465787.2465794.
[19] A. Zhakatayev, S. Lee, H. Sim, and J. Lee, "Sign-magnitude SC: Getting 10x accuracy for free in stochastic computing for deep neural
networks," in Proc. 55th Annu. Design Automation Conf. (DAC), 2018,
pp. 1-6. doi: 10.1109/DAC.2018.8465807.
[20] P. K. Gupta and R. Kumaresan, "Binary multiplication with PN sequences," IEEE Trans. Acoust., Speech, Signal Process., vol. 36, no. 4,
pp. 603-606, 1988. doi: 10.1109/29.1564.
[21] A. Alaghi and J. P. Hayes, "Fast and accurate computation using
stochastic circuits," in Proc. Conf. Design, Automation and Test Europe
(DATE), 2014, pp. 1-4. doi: 10.7873/DATE.2014.089.
[22] S. Liu and J. Han, "Energy efficient stochastic computing with Sobol sequences," in Proc. Design, Automation and Test Europe Conf. and
Exhibition (DATE), 2017, pp. 650-653. doi: 10.23919/DATE.2017.7927069.
[23] H. Niederreiter, Random Number Generation and Quasi-Monte Carlo
Methods. Philadelphia, PA: Society for Industrial and Applied Mathematics, 1992.
[24] P. Bratley and B. L. Fox, "Algorithm 659: Implementing Sobol's quasirandom sequence generator," ACM Trans. Math. Softw. (TOMS), vol. 14,
no. 1, pp. 88-100, 1988. doi: 10.1145/42288.214372.
[25] S. Liu and J. Han, "Toward energy-efficient stochastic circuits
using parallel Sobol sequences," IEEE Trans. Very Large Scale Integr.
(VLSI) Syst., vol. 26, no. 7, pp. 1326-1339, July 2018. doi: 10.1109/TVLSI.2018.2812214.
[26] A. Alaghi and J. P. Hayes, "STRAUSS: Spectral transform use in
stochastic circuit synthesis," IEEE Trans. Comput.-Aided Design Integr. Circuits Syst., vol. 34, no. 11, pp. 1770-1783, 2015. doi: 10.1109/
TCAD.2015.2432138.
[27] P. Li, D. J. Lilja, W. Qian, K. Bazargan, and M. Riedel, "The synthesis
of complex arithmetic computation on stochastic bit streams using sequential logic," in Proc. Int. Conf. Computer-Aided Design (ICCAD), 2012,
pp. 480-487. doi: 10.1145/2429384.2429483.
[28] P. Mars and W. J. Poppelbaum, Stochastic and Deterministic Averaging Processors, no. 1. Stevenage, U.K.: Peregrinus, 1981.
[29] Z. Li, A. Ren, J. Li, Q. Qiu, Y. Wang, and B. Yuan, "DSCNN: Hardwareoriented optimization for stochastic computing based deep convolutional neural networks," in Proc. IEEE 34th Int. Conf. Computer Design
(ICCD), 2016, pp. 678-681. doi: 10.1109/ICCD.2016.7753357.
[30] A. Ren, Z. Li, Y. Wang, Q. Qiu, and B. Yuan, "Designing reconfigurable large-scale deep learning systems using stochastic computing,"
in Proc. IEEE Int. Conf. Rebooting Computing (ICRC), 2016, pp. 1-7. doi:
10.1109/ICRC.2016.7738685.
[31] K. Kim, J. Kim, J. Yu, J. Seo, J. Lee, and K. Choi, "Dynamic energy-accuracy trade-off using stochastic computing in deep neural networks,"
in Proc. 53rd Annu. Design Automation Conf. (DAC), 2016, pp. 124:1-124:6.
doi: 10.1145/2897937.2898011.
[32] H. Sim and J. Lee, "A new stochastic computing multiplier with application to deep convolutional neural networks," in Proc. 54th Annu. Design Automation Conf. (DAC), 2017, pp. 1-6. doi: 10.1145/3061639.3062290.
[33] Y. Liu, Y. Wang, F. Lombardi, and J. Han, "An energy-efficient online-learning stochastic computational deep belief network," IEEE J.
Emerg. Sel. Topics Circuits Syst., vol. 8, no. 3, pp. 454-465, Sept. 2018. doi:
10.1109/JETCAS.2018.2852705.
[34] J. F. Keane and L. E. Atlas, "Impulses and stochastic arithmetic
for signal processing," in Proc. IEEE Int. Conf. Acoustics, Speech, and
Signal Processing (ICASSP), 2001, vol. 2, pp. 1257-1260. doi: 10.1109/
ICASSP.2001.941153.
[35] R. Kuehnel, "Binomial logic: extending stochastic computing to highbandwidth signals," in Conf. Rec. 36th Asilomar Conf. Signals, Systems and
Computers, 2002, vol. 2, pp. 1089-1093. doi: 10.1109/ACSSC.2002.1196952.
[36] N. Yamamoto, H. Fujisaka, K. Haeiwa, and T. Kamio, "Nanoelectronic circuits for stochastic computing," in Proc. 6th IEEE Conf.
Nanotechnology (IEEE-NANO), 2006, vol. 1, pp. 306-309. doi: 10.1109/
NANO.2006.247636.
[37] K. K. Parhi and Y. Liu, "Architectures for IIR digital filters using
stochastic computing," in Proc. IEEE Int. Symp. Circuits and Systems (ISCAS), 2014, pp. 373-376. doi: 10.1109/ISCAS.2014.6865143.
THIRD QUARTER 2020
[38] B. Yuan, Y. Wang, and Z. Wang, "Area-efficient scaling-free DFT/
FFT design using stochastic computing," IEEE Trans. Circuits Syst. II, Exp.
Briefs, vol. 63, no. 12, pp. 1131-1135, 2016. doi: 10.1109/TCSII.2016.2603465.
[39] R. Wang, J. Han, B. F. Cockburn, and D. G. Elliott, "Stochastic circuit
design and performance evaluation of vector quantization for different
error measures," IEEE Trans. Very Large Scale Integr. (VLSI) Syst., vol. 24,
no. 10, pp. 3169-3183, 2016. doi: 10.1109/TVLSI.2016.2535313.
[40] H. Ichihara, T. Sugino, S. Ishii, T. Iwagaki, and T. Inoue, "Compact
and accurate digital filters based on stochastic computing," IEEE
Trans. Emerg. Topics Comput., vol. 7, no. 1, pp. 31-43, 2016. doi: 10.1109/
TETC.2016.2608825.
[41] T. Hammadou, M. Nilson, A. Bermak, and P. Ogunbona, "A 96/spl
times/64 intelligent digital pixel array with extended binary stochastic
arithmetic," in Proc. Int. Symp. Circuits and Systems (ISCAS), 2003, p. IV.
doi: 10.1109/ISCAS.2003.1206298.
[42] A. Alaghi, C. Li, and J. P. Hayes, "Stochastic circuits for real-time
image-processing applications," in Proc. 50th Annu. Design Automation
Conf. (DAC), 2013, pp. 136:1-136:6. doi: 10.1145/2463209.2488901.
[43] P. Li, D. J. Lilja, W. Qian, K. Bazargan, and M. D. Riedel, "Computation on stochastic bit streams digital image processing case studies,"
IEEE Trans. Very Large Scale Integr. (VLSI) Syst., vol. 22, no. 3, pp. 449-
462, 2014. doi: 10.1109/TVLSI.2013.2247429.
[44] M. H. Najafi, S. Jamali-Zavareh, D. J. Lilja, M. D. Riedel, K. Bazargan,
and R. Harjani, "Time-encoded values for highly efficient stochastic
circuits," IEEE Trans. Very Large Scale Integr. (VLSI) Syst., vol. 25, no. 5,
pp. 1644-1657, 2017. doi: 10.1109/TVLSI.2016.2645902.
[45] S. R. Faraji, M. Hassan Najafi, B. Li, D. J. Lilja, and K. Bazargan,
"Energy-efficient convolutional neural networks with determinist ic
bit- st re a m pro ce ssi n g," i n P r o c. 2 019 D e si g n , Au tomat ion Test
Europe Conf. Exhibition (DATE), pp. 1757-1762. doi: 10.23919/DATE.
2019.8714937.
[46] S. Liu and J. Han, "Dynamic stochastic computing for digital signal processing applications," in Proc. Design, Automation and Test
Europe Conf. and Exhibition (DATE), 2020, pp. 604-609. doi: 10.23919/
DATE48585.2020.9116562.
[47] I. L. Dalal, D. Stefan, and J. Harwayne-Gidansky, "Low discrepancy
sequences for Monte Carlo simulations on reconfigurable platforms," in
Proc. Int. Conf. Application-Specific Systems, Architectures and Processors
(ASAP), 2008, pp. 108-113. doi: 10.1109/ASAP.2008.4580163.
[48] W. G. McCallum et al., Multivariable Calculus, vol. 200, no. 1. New
York: Wiley, 1997.
[49] S. S. Tehrani, A. Naderi, G.-A. Kamendje, S. Hemati, S. Mannor, and
W. J. Gross, "Majority-based tracking forecast memories for stochastic
LDPC decoding," IEEE Trans. Signal Process., vol. 58, no. 9, pp. 4883-
4896, 2010. doi: 10.1109/TSP.2010.2051434.
[50] N. Saraf, K. Bazargan, D. J. Lilja, and M. D. Riedel, "IIR filters
using stochastic arithmetic," in Proc. Design, Automation and Test
Europe Conf. and Exhibition (DATE), 2014, pp. 1- 6. doi: 10.7873/
DATE.2014.086.
[51] F. Maloberti, "Non conventional signal processing by the use of
sigma delta technique: a tutorial introduction," in Proc. IEEE Int. Symp.
Circuits and Systems (ISCAS), 1992, vol. 6, pp. 2645-2648. doi: 10.1109/
ISCAS.1992.230677.
[52] J. C. Butcher, The Numerical Analysis of Ordinary Differential Equations: Runge-Kutta and General Linear Methods. New York: Wiley, 1987.
[53] W. Gerstner, W. M. Kistler, R. Naud, and L. Paninski, Neuronal Dynamics: From Single Neurons to Networks and Models of Cognition. Cambridge, U.K.: Cambridge Univ. Press, 2014.
[54] S. Liu and J. Han, "Hardware ODE solvers using stochastic circuits,"
in Proc. 54th Annu. Design Automation Conf. (DAC), 2017, pp. 1-6. doi:
10.1145/3061639.3062258.
[55] S. S. Haykin, Neural Networks and Learning Machines, vol. 3. Upper
Saddle River, NJ: Pearson, 2009.
[56] S. Liu, H. Jiang, L. Liu, and J. Han, "Gradient descent using stochastic circuits for efficient training of learning machines," IEEE Trans.
Comput.-Aided Design Integr. Circuits Syst., vol. 37, no. 11, pp. 2530-2541,
Nov. 2018. doi: 10.1109/TCAD.2018.2858363.
[57] R. Nishihara et al., "Real-time machine learning: The missing pieces," in Proc. 16th Workshop Hot Topics Operating Systems (HotOS '17),
2017, pp. 106-110. doi: 10.1145/3102980.3102998.
[58] J. P. Hayes, "Introduction to stochastic computing and its challenges," in Proc. 52nd Annu. Design Automation Conf. (DAC), 2015, pp. 59:1-
59:3. doi: 10.1145/2744769.2747932.
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IEEE Circuits and Systems Magazine - Q3 2020
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