A Fast Fault-Tolerant Architecture for Sauvola Local Image Thresholding Algorithm Using Stochastic Computing MH Najafi, ME Salehi Very Large Scale Integration (VLSI) Systems, IEEE Transactions on 24 (2 …, 2015 | 79 | 2015 |
Energy-Efficient Convolutional Neural Networks with Deterministic Bit-Stream Processing SR Faraji, MH Najafi, B Li, K Bazargan, DJ Lilja The 2019 Design, Automation, and Test in Europe (DATE), 2019 | 77 | 2019 |
Low Cost Sorting Network Circuits using Unary Processing MH Najafi, DJ Lilja, M Riedel, K Bazargan Very Large Scale Integration (VLSI) Systems, IEEE Transactions on, 2018 | 75 | 2018 |
Using Stochastic Computing to Reduce the Hardware Requirements for a Restricted Boltzmann Machine Classifier B Li, MH Najafi, DJ Lilja FPGA 2016, 24th ACM/SIGDA International Symposium on Field-Programmable Gate …, 2016 | 75 | 2016 |
Performing Stochastic Computation Deterministically MH Najafi, D Jenson, M Riedel, DJ Lilja Very Large Scale Integration (VLSI) Systems, IEEE Transactions on, 2019 | 74 | 2019 |
Time-Encoded Values for Highly Efficient Stochastic Circuits MH Najafi, S Jamali-Zavareh, DJ Lilja, M Riedel, K Bazargan, R Harjani Very Large Scale Integration (VLSI) Systems, IEEE Transactions on, 14, 2017 | 70 | 2017 |
Graphd: Graph-based hyperdimensional memorization for brain-like cognitive learning P Poduval, H Alimohamadi, A Zakeri, F Imani, MH Najafi, T Givargis, ... Frontiers in Neuroscience 16, 757125, 2022 | 69 | 2022 |
Deterministic Methods for Stochastic Computing using Low-Discrepancy Sequences MH Najafi, DJ Lilja, M Riedel ICCAD 2018, The 37th IEEE/ACM International Conference on Computer-Aided Design, 2018 | 68 | 2018 |
SkippyNN: An Embedded Stochastic-Computing Accelerator for Convolutional Neural Networks R Hojabr, K Givaki, SMR Tayaranian, P Esfahanian, A Khonsari, ... The 56th Design Automation Conference (DAC), 2019 | 53 | 2019 |
An FPGA Implementation of a Restricted Boltzmann Machine Classifier Using Stochastic Bit Streams B Li, MH Najafi, DJ Lilja ASAP 2015, Application-specific Systems, Architectures and Processors, 26th …, 2015 | 39 | 2015 |
Quantized Neural Networks with New Stochastic Multipliers B Li, MH Najafi, B Yuan, DJ Lilja Quality Electronic Design (ISQED), 2018 19th International Symposium on, 2018 | 34 | 2018 |
High Quality Down-Sampling For Deterministic Approaches to Stochastic Computing MH Najafi, DJ Lilja IEEE Transactions on Emerging Topics in Computing, 2018 | 32 | 2018 |
StocHD: Stochastic Hyperdimensional System for Efficient and Robust Learning from Raw Data P Poduval, Z Zou, MH Najafi, H Homayoun, M Imani Proceedings of the 58th IEEE/ACM Design Automation Conference (DAC), 2021 | 28 | 2021 |
Memory-inspired spiking hyperdimensional network for robust online learning Z Zou, H Alimohamadi, A Zakeri, F Imani, Y Kim, MH Najafi, M Imani Scientific reports 12 (1), 7641, 2022 | 23 | 2022 |
High-Speed Stochastic Circuits Using Synchronous Analog Pulses MH Najafi, DJ Lilja ASP-DAC 2017, 22nd Asia and South Pacific Design Automation Conference, 2017 | 23 | 2017 |
Sorting in memristive memory M Riahi Alam, MH Najafi, N TaheriNejad ACM Journal on Emerging Technologies in Computing Systems (JETC), 2022 | 22 | 2022 |
A Reconfigurable Architecture with Sequential Logic-based Stochastic Computing MH Najafi, P Li, DJ Lilja, W Qian, K Bazargan, M Riedel ACM Journal on Emerging Technologies in Computing Systems, 2017 | 22 | 2017 |
Low-Cost Stochastic Hybrid Multiplier for Quantized Neural Networks B Li, MH Najafi, DJ Lilja ACM Journal on Emerging Technologies in Computing Systems, 2019 | 21 | 2019 |
Low-Cost Stochastic Hybrid Multiplier for Quantized Neural Networks B Li, MH Najafi, DJ Lilja US Patent App. 62/817,343, 2019 | 21 | 2019 |
SCRIMP: A General Stochastic Computing Architecture using ReRAM in-Memory Processing S Gupta, M Imani, J Sim, A Huang, F Wu, MH Najafi, T Rosing The 2020 Design, Automation, and Test in Europe (DATE), 2020 | 20 | 2020 |