Learning and reachability analysis for stochastic hybrid systems using mixtures of Gaussian processes. - Hamzah Abdel-Aziz; Xenofon D. Koutsoukos (MED, 2016)

A simulation as a service cloud middleware. - Shashank Shekhar 001; Hamzah Abdel-Aziz; Michael Walker 003; Faruk Caglar; Aniruddha S. Gokhale; Xenofon D. Koutsoukos (Ann. des Télécommunications, 2016)

Online Model Learning of Buildings Using Stochastic Hybrid Systems Based on Gaussian Processes. - Hamzah Abdel-Aziz; Xenofon D. Koutsoukos (J. Control. Sci. Eng., 2017)

Performance Interference-Aware Vertical Elasticity for Cloud-Hosted Latency-Sensitive Applications. - Shashank Shekhar 001; Hamzah Abdel-Aziz; Anirban Bhattacharjee; Aniruddha S. Gokhale; Xenofon D. Koutsoukos (IEEE CLOUD, 2018)

A Data-Driven Approach for Modeling, Analysis and Control of Stochastic Hybrid Systems using Gaussian Processes. - Hamzah Abdel-Aziz (2018)

Simulation based evaluation of security and resilience in railway infrastructure. - Bradley Potteiger; Hamzah Abdel-Aziz; Himanshu Neema; Xenofon D. Koutsoukos (HotSoS, 2019)

Post-training Piecewise Linear Quantization for Deep Neural Networks. - Jun Fang; Ali Shafiee; Hamzah Abdel-Aziz; David Thorsley; Georgios Georgiadis; Joseph Hassoun (ECCV (2), 2020)

Near-Lossless Post-Training Quantization of Deep Neural Networks via a Piecewise Linear Approximation. - Jun Fang; Ali Shafiee; Hamzah Abdel-Aziz; David Thorsley; Georgios Georgiadis; Joseph Hassoun (CoRR, 2020)

Sparsity-Aware and Re-configurable NPU Architecture for Samsung Flagship Mobile SoC. - 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; et al. (ISCA, 2021)

Rethinking Floating Point Overheads for Mixed Precision DNN Accelerators. - Hamzah Abdel-Aziz; Ali Shafiee; Jong Hoon Shin; Ardavan Pedram; Joseph Hassoun (MLSys, 2021)

Design Space Exploration of Sparse Accelerators for Deep Neural Networks. - Jong Hoon Shin; Ali Shafiee; Ardavan Pedram; Hamzah Abdel-Aziz; Ling Li; Joseph Hassoun (CoRR, 2021)

Griffin: Rethinking Sparse Optimization for Deep Learning Architectures. - Jong Hoon Shin; Ali Shafiee; Ardavan Pedram; Hamzah Abdel-Aziz; Ling Li; Joseph Hassoun (HPCA, 2022)

Algorithm/architecture solutions to improve beyond uniform quantization in embedded DNN accelerators. - Ardavan Pedram; Ali Shafiee Ardestani; Ling Li; Hamzah Abdel-Aziz; Jun Fang; Joseph Hassoun (J. Syst. Archit., 2022)