23 citations · 26 across the 16 of their papers we have counts for
5 papers · 1 filter
Inter-Layer Scheduling Space Exploration for Multi-model Inference on Heterogeneous Chiplets
Mohanad Odema, Hyoukjun Kwon, Mohammad Abdullah Al Faruque
To address increasing compute demand from recent multi-model workloads with heavy models like large language models, we propose to deploy heterogeneous chiplet-based multi-chip mod…
MaGNAS: A Mapping-Aware Graph Neural Architecture Search Framework for Heterogeneous MPSoC Deployment
Mohanad Odema, Halima Bouzidi, Hamza Ouarnoughi +2
Graph Neural Networks (GNNs) are becoming increasingly popular for vision-based applications due to their intrinsic capacity in modeling structural and contextual relations between…
Map-and-Conquer: Energy-Efficient Mapping of Dynamic Neural Nets onto Heterogeneous MPSoCs
Halima Bouzidi, Mohanad Odema, Hamza Ouarnoughi +2
Heterogeneous MPSoCs comprise diverse processing units of varying compute capabilities. To date, the mapping strategies of neural networks (NNs) onto such systems are yet to exploi…
SEO: Safety-Aware Energy Optimization Framework for Multi-Sensor Neural Controllers at the Edge
Mohanad Odema, James Ferlez, Yasser Shoukry +1
Runtime energy management has become quintessential for multi-sensor autonomous systems at the edge for achieving high performance given the platform constraints. Typical for such…
EnergyShield: Provably-Safe Offloading of Neural Network Controllers for Energy Efficiency
Mohanad Odema, James Ferlez, Goli Vaisi +2
To mitigate the high energy demand of Neural Network (NN) based Autonomous Driving Systems (ADSs), we consider the problem of offloading NN controllers from the ADS to nearby edge-…