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M. Hassan Najafi
M. Hassan Najafi
Assistant Professor, ECSE Department, Case Western Reserve University
Dirección de correo verificada de case.edu - Página principal
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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
862022
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
842015
Performing Stochastic Computation Deterministically
MH Najafi, D Jenson, M Riedel, DJ Lilja
Very Large Scale Integration (VLSI) Systems, IEEE Transactions on, 2019
822019
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
822018
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
812019
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
782016
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
772017
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
742018
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
552019
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
442015
High Quality Down-Sampling For Deterministic Approaches to Stochastic Computing
MH Najafi, DJ Lilja
IEEE Transactions on Emerging Topics in Computing, 2018
362018
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
342018
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
322021
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
292022
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
262020
Sorting in memristive memory
M Riahi Alam, MH Najafi, N TaheriNejad
ACM Journal on Emerging Technologies in Computing Systems (JETC), 2022
252022
ManiHD: Efficient Hyper-Dimensional Learning Using Manifold Trainable Encoder
Z Zou, Y Kim, MH Najafi, M Imani
The 2021 Design, Automation, and Test in Europe (DATE), 2021
242021
Learning from Hypervectors: A Survey on Hypervector Encoding
S Aygun, M Shooshtari Moghadam, MH Najafi, M Imani
arXiv preprint arXiv:2308.00685, 1-14, 2023
232023
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
232017
High-Speed Stochastic Circuits Using Synchronous Analog Pulses
MH Najafi, DJ Lilja
ASP-DAC 2017, 22nd Asia and South Pacific Design Automation Conference, 2017
232017
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Artículos 1–20