19 citations · 29 across the 17 of their papers we have counts for
4 papers · 1 filter
Modeling Processor Idle Times in MPSoC Platforms to Enable Integrated DPM, DVFS, and Task Scheduling Subject to a Hard Deadline
Amirhossein Esmaili, Mahdi Nazemi, Massoud Pedram
Energy efficiency is one of the most critical design criteria for modern embedded systems such as multiprocessor system-on-chips (MPSoCs). Dynamic voltage and frequency scaling (DV…
NullaNet: Training Deep Neural Networks for Reduced-Memory-Access Inference
Mahdi Nazemi, Ghasem Pasandi, Massoud Pedram
Deep neural networks have been successfully deployed in a wide variety of applications including computer vision and speech recognition. However, computational and storage complexi…
Deploying Customized Data Representation and Approximate Computing in Machine Learning Applications
Mahdi Nazemi, Massoud Pedram
Major advancements in building general-purpose and customized hardware have been one of the key enablers of versatility and pervasiveness of machine learning models such as deep ne…
A Hardware-Friendly Algorithm for Scalable Training and Deployment of Dimensionality Reduction Models on FPGA
Mahdi Nazemi, Amir Erfan Eshratifar, Massoud Pedram
With ever-increasing application of machine learning models in various domains such as image classification, speech recognition and synthesis, and health care, designing efficient…