Hamzah Abdel-Aziz

Publication Activity (10 Years)

Years Active: 2016-2022
Publications (10 Years): 13

Top Topics

Gaussian Process

Top Venues

Ann. des Télécommunications

Publications

Ardavan Pedram, Ali Shafiee Ardestani, Ling Li, Hamzah Abdel-Aziz, Jun Fang, Joseph Hassoun
Algorithm/architecture solutions to improve beyond uniform quantization in embedded DNN accelerators. J. Syst. Archit. 126 (2022)
Jong Hoon Shin, Ali Shafiee, Ardavan Pedram, Hamzah Abdel-Aziz, Ling Li, Joseph Hassoun
Griffin: Rethinking Sparse Optimization for Deep Learning Architectures. HPCA (2022)
Hamzah Abdel-Aziz, Ali Shafiee, Jong Hoon Shin, Ardavan Pedram, Joseph Hassoun
Rethinking Floating Point Overheads for Mixed Precision DNN Accelerators. MLSys (2021)
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
Sparsity-Aware and Re-configurable NPU Architecture for Samsung Flagship Mobile SoC. ISCA (2021)
Jong Hoon Shin, Ali Shafiee, Ardavan Pedram, Hamzah Abdel-Aziz, Ling Li, Joseph Hassoun
Design Space Exploration of Sparse Accelerators for Deep Neural Networks. CoRR (2021)
Hamzah Abdel-Aziz, Ali Shafiee, Jong Hoon Shin, Ardavan Pedram, Joseph H. Hassoun
Rethinking Floating Point Overheads for Mixed Precision DNN Accelerators. CoRR (2021)
Jun Fang, Ali Shafiee, Hamzah Abdel-Aziz, David Thorsley, Georgios Georgiadis, Joseph Hassoun
Post-training Piecewise Linear Quantization for Deep Neural Networks. ECCV (2) (2020)
Jun Fang, Ali Shafiee, Hamzah Abdel-Aziz, David Thorsley, Georgios Georgiadis, Joseph Hassoun
Near-Lossless Post-Training Quantization of Deep Neural Networks via a Piecewise Linear Approximation. CoRR (2020)
Bradley Potteiger, Hamzah Abdel-Aziz, Himanshu Neema, Xenofon D. Koutsoukos
Simulation based evaluation of security and resilience in railway infrastructure. HotSoS (2019)
Shashank Shekhar, Hamzah Abdel-Aziz, Anirban Bhattacharjee, Aniruddha S. Gokhale, Xenofon D. Koutsoukos
Performance Interference-Aware Vertical Elasticity for Cloud-Hosted Latency-Sensitive Applications. IEEE CLOUD (2018)
Hamzah Abdel-Aziz, Xenofon D. Koutsoukos
Online Model Learning of Buildings Using Stochastic Hybrid Systems Based on Gaussian Processes. J. Control. Sci. Eng. 2017 (2017)
Hamzah Abdel-Aziz, Xenofon D. Koutsoukos
Learning and reachability analysis for stochastic hybrid systems using mixtures of Gaussian processes. MED (2016)
Shashank Shekhar, Hamzah Abdel-Aziz, Michael Walker, Faruk Caglar, Aniruddha S. Gokhale, Xenofon D. Koutsoukos
A simulation as a service cloud middleware. Ann. des Télécommunications 71 (3-4) (2016)