17 citations · 27 across the 7 of their papers we have counts for
3 papers · 1 filter
H-EYE: Holistic Resource Modeling and Management for Diversely Scaled Edge-Cloud Systems
Ismet Dagli, Amid Morshedlou, Jamal Rostami +1
Computing systems have been evolving to be more pervasive, heterogeneous, and dynamic. An increasing number of emerging domains now rely on diverse edge to cloud continuum where th…
Shared Memory-contention-aware Concurrent DNN Execution for Diversely Heterogeneous System-on-Chips
Ismet Dagli, Mehmet Belviranli
Two distinguishing features of state-of-the-art mobile and autonomous systems are 1) there are often multiple workloads, mainly deep neural network (DNN) inference, running concurr…
A Computational-Graph Partitioning Method for Training Memory-Constrained DNNs
Fareed Qararyah, Mohamed Wahib, Doğa Dikbayır +2
Many state-of-the-art Deep Neural Networks (DNNs) have substantial memory requirements. Limited device memory becomes a bottleneck when training those models. We propose ParDNN, an…