MohammadHossein AskariHemmat

MohammadHossein AskariHemmat

École Polytechnique de Montréal

H-index: 5

North America-Canada

About MohammadHossein AskariHemmat

MohammadHossein AskariHemmat, With an exceptional h-index of 5 and a recent h-index of 5 (since 2020), a distinguished researcher at École Polytechnique de Montréal, specializes in the field of Computer Architecture, Deep Learning, Edge AI.

His recent articles reflect a diverse array of research interests and contributions to the field:

QGen: On the Ability to Generalize in Quantization Aware Training

DeepliteRT: Computer Vision at the Edge

Sparq: A Custom RISC-V Vector Processor for Efficient Sub-Byte Quantized Inference

Quark: An integer RISC-V vector processor for sub-byte quantized DNN inference

BARVINN: Arbitrary precision DNN accelerator controlled by a RISC-V CPU

DeepGEMM: Accelerated Ultra Low-Precision Inference on CPU Architectures using Lookup Tables

System and Method for Automated Design Space Determination for Deep Neural Networks

Accelerating deep learning model inference on arm cpus with ultra-low bit quantization and runtime

MohammadHossein AskariHemmat Information

University

Position

___

Citations(all)

77

Citations(since 2020)

69

Cited By

15

hIndex(all)

5

hIndex(since 2020)

5

i10Index(all)

1

i10Index(since 2020)

1

Email

University Profile Page

École Polytechnique de Montréal

Google Scholar

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MohammadHossein AskariHemmat Skills & Research Interests

Computer Architecture

Deep Learning

Edge AI

Top articles of MohammadHossein AskariHemmat

Title

Journal

Author(s)

Publication Date

QGen: On the Ability to Generalize in Quantization Aware Training

arXiv preprint arXiv:2404.11769

MohammadHossein AskariHemmat

Ahmadreza Jeddi

Reyhane Askari Hemmat

Ivan Lazarevich

Alexander Hoffman

...

2024/4/17

DeepliteRT: Computer Vision at the Edge

arXiv preprint arXiv:2309.10878

Saad Ashfaq

Alexander Hoffman

Saptarshi Mitra

Sudhakar Sah

MohammadHossein AskariHemmat

...

2023/9/19

Sparq: A Custom RISC-V Vector Processor for Efficient Sub-Byte Quantized Inference

Théo Dupuis

Yoan Fournier

MohammadHossein AskariHemmat

Nizar El Zarif

François Leduc-Primeau

...

2023/6/26

Quark: An integer RISC-V vector processor for sub-byte quantized DNN inference

MohammadHossein AskariHemmat

Théo Dupuis

Yoan Fournier

Nizar El Zarif

Matheus Cavalcante

...

2023/5/21

BARVINN: Arbitrary precision DNN accelerator controlled by a RISC-V CPU

Mohammadhossein Askarihemmat

Sean Wagner

Olexa Bilaniuk

Yassine Hariri

Yvon Savaria

...

2023/1/16

DeepGEMM: Accelerated Ultra Low-Precision Inference on CPU Architectures using Lookup Tables

Darshan C Ganji

Saad Ashfaq

Ehsan Saboori

Sudhakar Sah

Saptarshi Mitra

...

2023

System and Method for Automated Design Space Determination for Deep Neural Networks

2022/10/20

Accelerating deep learning model inference on arm cpus with ultra-low bit quantization and runtime

arXiv preprint arXiv:2207.08820

Saad Ashfaq

MohammadHossein AskariHemmat

Sudhakar Sah

Ehsan Saboori

Olivier Mastropietro

...

2022/7/18

QReg: On regularization effects of quantization

arXiv preprint arXiv:2206.12372

MohammadHossein AskariHemmat

Reyhane Askari Hemmat

Alex Hoffman

Ivan Lazarevich

Ehsan Saboori

...

2022/6/24

Deeplite NeutrinoTM: A BlackBox Framework for Constrained Deep Learning Model Optimization

Proceedings of the AAAI Conference on Artificial Intelligence

Anush Sankaran

Olivier Mastropietro

Ehsan Saboori

Yasser Idris

Davis Sawyer

...

2021/5/18

System and Method for Automated Precision Configuration for Deep Neural Networks

2021/11/11

RISC-V barrel processor for deep neural network acceleration

MohammadHossein AskariHemmat

Olexa Bilaniuk

Sean Wagner

Yvon Savaria

Jean-Pierre David

2021/5/22

RISC-V Barrel Processor for Accelerator Control

MohammadHossein AskariHemmat

Olexa Bilaniuk

Sean Wagner

Yvon Savaria

Jean-Pierre David

2020

See List of Professors in MohammadHossein AskariHemmat University(École Polytechnique de Montréal)

Co-Authors

H-index: 61
Julien Cohen-Adad, PhD

Julien Cohen-Adad, PhD

École Polytechnique de Montréal

H-index: 36
Yvon Savaria

Yvon Savaria

École Polytechnique de Montréal

H-index: 32
Mounir Boukadoum

Mounir Boukadoum

Université du Québec à Montréal

H-index: 21
Jean Pierre David

Jean Pierre David

École Polytechnique de Montréal

H-index: 21
Otmane AIT MOHAMED

Otmane AIT MOHAMED

Concordia University

H-index: 16
Sina Honari

Sina Honari

École Polytechnique Fédérale de Lausanne

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