3 citations · 5 across the 4 of their papers we have counts for
3 papers · 1 filter
Distributed Training of Embeddings using Graph Analytics
Gurbinder Gill, Roshan Dathathri, Saeed Maleki +3
Many applications today, such as NLP, network analysis, and code analysis, rely on semantically embedding objects into low-dimensional fixed-length vectors. Such embeddings natural…
CHET: Compiler and Runtime for Homomorphic Evaluation of Tensor Programs
Roshan Dathathri, Olli Saarikivi, Hao Chen +5
Fully Homomorphic Encryption (FHE) refers to a set of encryption schemes that allow computations to be applied directly on encrypted data without requiring a secret key. This enabl…
Parallel Stochastic Gradient Descent with Sound Combiners
Saeed Maleki, Madanlal Musuvathi, Todd Mytkowicz
Stochastic gradient descent (SGD) is a well known method for regression and classification tasks. However, it is an inherently sequential algorithm at each step, the processing of…