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Books and Theses
- 2018
[b1]Hamzah Abdel-Aziz:
A Data-Driven Approach for Modeling, Analysis and Control of Stochastic Hybrid Systems using Gaussian Processes. Vanderbilt University, Nashville, Tennessee, USA, 2018
Journal Articles
- 2022
- [j3]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: 102454 (2022) - 2017
- [j2]Hamzah Abdel-Aziz, Xenofon D. Koutsoukos:
Online Model Learning of Buildings Using Stochastic Hybrid Systems Based on Gaussian Processes. J. Control. Sci. Eng. 2017: 3035892:1-3035892:18 (2017) - 2016
- [j1]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): 93-108 (2016)
Conference and Workshop Papers
- 2022
- [c7]Jong Hoon Shin, Ali Shafiee, Ardavan Pedram, Hamzah Abdel-Aziz, Ling Li, Joseph Hassoun:
Griffin: Rethinking Sparse Optimization for Deep Learning Architectures. HPCA 2022: 861-875 - 2021
- [c6]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: 15-28 - [c5]Hamzah Abdel-Aziz, Ali Shafiee, Jong Hoon Shin, Ardavan Pedram, Joseph Hassoun:
Rethinking Floating Point Overheads for Mixed Precision DNN Accelerators. MLSys 2021 - 2020
- [c4]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: 69-86 - 2019
- [c3]Bradley Potteiger, Hamzah Abdel-Aziz, Himanshu Neema, Xenofon D. Koutsoukos:
Simulation based evaluation of security and resilience in railway infrastructure. HotSoS 2019: 22:1-22:2 - 2018
- [c2]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: 82-89 - 2016
- [c1]Hamzah Abdel-Aziz, Xenofon D. Koutsoukos:
Learning and reachability analysis for stochastic hybrid systems using mixtures of Gaussian processes. MED 2016: 332-337
Informal and Other Publications
- 2021
- [i3]Hamzah Abdel-Aziz, Ali Shafiee, Jong Hoon Shin, Ardavan Pedram, Joseph H. Hassoun:
Rethinking Floating Point Overheads for Mixed Precision DNN Accelerators. CoRR abs/2101.11748 (2021) - [i2]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 abs/2107.12922 (2021) - 2020
- [i1]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 abs/2002.00104 (2020)
Coauthor Index
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