2 papers
cs.AR2021
GNNIE: GNN Inference Engine with Load-balancing and Graph-Specific Caching
Sudipta Mondal, Susmita Dey Manasi, Kishor Kunal +2
Graph neural networks (GNN) analysis engines are vital for real-world problems that use large graph models. Challenges for a GNN hardware platform include the ability to (a) host a…
cs.DC2019
NeuPart: Using Analytical Models to Drive Energy-Efficient Partitioning of CNN Computations on Cloud-Connected Mobile Clients
Susmita Dey Manasi, Farhana Sharmin Snigdha, Sachin S. Sapatnekar
Data processing on convolutional neural networks (CNNs) places a heavy burden on energy-constrained mobile platforms. This work optimizes energy on a mobile client by partitioning…