Hamzah Abdel-Aziz

14 papers A* 2Journal 6Unranked 5

Year	Rank	Type	Title / 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