34 citations · 112 across the 16 of their papers we have counts for
4 papers · 1 filter
Efficient Training of Convolutional Neural Nets on Large Distributed Systems
Sameer Kumar, Dheeraj Sreedhar, Vaibhav Saxena +2
Deep Neural Networks (DNNs) have achieved im- pressive accuracy in many application domains including im- age classification. Training of DNNs is an extremely compute- intensive pr…
Efficient Inferencing of Compressed Deep Neural Networks
Dharma Teja Vooturi, Saurabh Goyal, Anamitra R. Choudhury +2
Large number of weights in deep neural networks makes the models difficult to be deployed in low memory environments such as, mobile phones, IOT edge devices as well as "inferencin…
On Optimizing Distributed Tucker Decomposition for Dense Tensors
Venkatesan T Chakaravarthy, Jee W Choi, Douglas J Joseph +4
The Tucker decomposition expresses a given tensor as the product of a small core tensor and a set of factor matrices. Apart from providing data compression, the construction is use…
Replica Placement on Bounded Treewidth Graphs
Anshul Aggarwal, Venkatesan T. Chakaravarthy, Neelima Gupta +3
We consider the replica placement problem: given a graph with clients and nodes, place replicas on a minimum set of nodes to serve all the clients; each client is associated with a…