20 citations · 37 across the 9 of their papers we have counts for
3 papers · 1 filter
Partition-Aware Scheduling for Mobile Heterogeneous Inference Co-Execution
Zhuojin Li, Marco Paolieri, Leana Golubchik
Modern mobile inference runs on heterogeneous platforms combining mobile GPUs with multiple CPU core clusters. Existing optimizations typically exploit either inter-operator parall…
Throughput Prediction of Asynchronous SGD in TensorFlow
Zhuojin Li, Wumo Yan, Marco Paolieri +1
Modern machine learning frameworks can train neural networks using multiple nodes in parallel, each computing parameter updates with stochastic gradient descent (SGD) and sharing t…
SC-Share: Performance Driven Resource Sharing Markets for the Small Cloud
Sung-Han Lin, Ranjan Pal, Marco Paolieri +1
Small-scale clouds (SCs) often suffer from resource under-provisioning during peak demand, leading to inability to satisfy service level agreements (SLAs) and consequent loss of cu…