Hamzah Abdel-Aziz

14 papers A* 2Journal 6Unranked 5
YearRankTypeTitle / Venue / Authors
2022 J jnl
Algorithm/architecture solutions to improve beyond uniform quantization in embedded DNN accelerators.
J. Syst. Archit.
Ardavan Pedram, Ali Shafiee Ardestani, Ling Li, Hamzah Abdel-Aziz, Jun Fang, Joseph Hassoun
2022 A* conf
Griffin: Rethinking Sparse Optimization for Deep Learning Architectures.
HPCA
Jong Hoon Shin, Ali Shafiee, Ardavan Pedram, Hamzah Abdel-Aziz, Ling Li, Joseph Hassoun
2021 J jnl
Design Space Exploration of Sparse Accelerators for Deep Neural Networks.
CoRR
Jong Hoon Shin, Ali Shafiee, Ardavan Pedram, Hamzah Abdel-Aziz, Ling Li, Joseph Hassoun
2021 — conf
Rethinking Floating Point Overheads for Mixed Precision DNN Accelerators.
MLSys
Hamzah Abdel-Aziz, Ali Shafiee, Jong Hoon Shin, Ardavan Pedram, Joseph Hassoun
2021 J jnl
Rethinking Floating Point Overheads for Mixed Precision DNN Accelerators.
CoRR
Hamzah Abdel-Aziz, Ali Shafiee, Jong Hoon Shin, Ardavan Pedram, Joseph H. Hassoun
2021 A* conf
Sparsity-Aware and Re-configurable NPU Architecture for Samsung Flagship Mobile SoC.
ISCA
Jun-Woo Jang, Sehwan Lee, Dongyoung Kim, Hyunsun Park, Ali Shafiee Ardestani, Yeongjae Choi, Channoh Kim, Yoojin Kim, Hyeongseok Yu, Hamzah Abdel-Aziz, Jun-Seok Park, Heonsoo Lee, Dongwoo Lee, Myeong Woo Kim, Hanwoong Jung, Heewoo Nam, Dongguen Lim, Seungwon Lee, Joon-Ho Song, Suknam Kwon, Joseph Hassoun, Sukhwan Lim, Changkyu Choi
2020 J jnl
Near-Lossless Post-Training Quantization of Deep Neural Networks via a Piecewise Linear Approximation.
CoRR
Jun Fang, Ali Shafiee, Hamzah Abdel-Aziz, David Thorsley, Georgios Georgiadis, Joseph Hassoun
2020 — conf
Post-training Piecewise Linear Quantization for Deep Neural Networks.
ECCV (2)
Jun Fang, Ali Shafiee, Hamzah Abdel-Aziz, David Thorsley, Georgios Georgiadis, Joseph Hassoun
2019 — conf
Simulation based evaluation of security and resilience in railway infrastructure.
HotSoS
Bradley Potteiger, Hamzah Abdel-Aziz, Himanshu Neema, Xenofon D. Koutsoukos
2018 — —
A Data-Driven Approach for Modeling, Analysis and Control of Stochastic Hybrid Systems using Gaussian Processes.
Hamzah Abdel-Aziz
2018 — conf
Performance Interference-Aware Vertical Elasticity for Cloud-Hosted Latency-Sensitive Applications.
IEEE CLOUD
Shashank Shekhar, Hamzah Abdel-Aziz, Anirban Bhattacharjee, Aniruddha S. Gokhale, Xenofon D. Koutsoukos
2017 J jnl
Online Model Learning of Buildings Using Stochastic Hybrid Systems Based on Gaussian Processes.
J. Control. Sci. Eng.
Hamzah Abdel-Aziz, Xenofon D. Koutsoukos
2016 J jnl
A simulation as a service cloud middleware.
Ann. des Télécommunications
Shashank Shekhar, Hamzah Abdel-Aziz, Michael Walker, Faruk Caglar, Aniruddha S. Gokhale, Xenofon D. Koutsoukos
2016 — conf
Learning and reachability analysis for stochastic hybrid systems using mixtures of Gaussian processes.
MED
Hamzah Abdel-Aziz, Xenofon D. Koutsoukos