Selected Recent Publications


[DATE 2017] Vincent T. Lee, Armin Alaghi, John P. Hayes, Visvesh Sathe, and Luis Ceze, "Energy-Efficient Hybrid Stochastic-Binary Neural Networks for Near-Sensor Computing" Proc. Design, Automation & Test in Europe (DATE), 2017.

[IPDPS 2017] Vincent T. Lee, Justin Kotalik, Carlo C. del Mundo, Armin Alaghi, Luis Ceze, and Mark Oskin, "Similarity Search on Automata Processors" International Parallel and Distributed Processing Symposium (IPDPS), 2017.

[JETC 2017] Armin Alaghi, Wei-Ting J. Chan, John P. Hayes, Andrew B. Kahng, and Jiajia Li, "Trading Accuracy for Energy in Stochastic Circuit Design" ACM Journal on Emerging Technologies in Computing (JETC), 2017.

[ICCAD 2015] Armin Alaghi, Wei-Ting J. Chan, John P. Hayes, Andrew B. Kahng, and Jiajia Li, "Optimizing Stochastic Circuits for Accuracy-Energy Tradeoffs" Proc. International Conference on Computer-Aided Design (ICCAD), 2015.

[PhD Thesis] Armin Alaghi, The Logic of Random Pulses: Stochastic Computing, University of Michigan, 2015.

[TCAD 2015] Armin Alaghi and John P. Hayes, "STRAUSS: Spectral Transform Use in Stochastic Circuit Synthesis," IEEE Tran. on Computer-Aided Design of Integrated Circuits and Systems, 2015.

[GLSVLSI 2015] Armin Alaghi and John P. Hayes, "On the Functions Realized by Stochastic Computing Circuits," Proc. Great Lakes Symp. on VLSI (GLSVLSI), 2015.

[TMS 2015] Armin Alaghi and John P. Hayes, "Dimension Reduction in Statistical Simulation of Digital Circuits," Proc. on Theory of Modeling and Simulation, 2015.

[IT 2014] Te-Hsuan Chen, Armin Alaghi, and John P. Hayes, "Behavior of Stochastic Circuits under Severe Error Conditions," Journal of Information Technology (it) - Special Issue on Testing Integrated Circuits, 2014.

[DATE 2014] Armin Alaghi and John P. Hayes, "Fast and Accurate Computation using Stochastic Circuits ," Proc. Design, Automation & Test in Europe (DATE), 2014.

[ICCD 2013] Armin Alaghi and John P. Hayes, "Exploiting Correlation in Stochastic Circuit Design," Proc. International Conference on Computer Design (ICCD), 2013.

[DAC 2013] Armin Alaghi, Cheng Li and John P. Hayes, "Stochastic Circuits for Real-Time Image-Processing Applications," Proc. Design Automation Conference (DAC), 2013.

[ACM_TECS 2013] Armin Alaghi and John P. Hayes, "Survey of Stochastic Computing," ACM Transactions on Embedded Computing Systems (TECS), 2013.

[ICCAD 2012] Chien-Chih Yu, Armin Alaghi and John P. Hayes, "Scalable Sampling Methodology for Logic Simulation: Reduced-Ordered Monte Carlo," Proc. International Conference on Computer-Aided Design (ICCAD), 2012.

[ICCD 2012] Armin Alaghi and John P. Hayes, "A Spectral Transform Approach to Stochastic Circuits," Proc. International Conference on Computer Design (ICCD), 2012.