Work

Typesafe abstractions for tensor operations (short paper)

Year: 2017
Type: conference-paper
Abstract: We propose a typesafe abstraction to tensors (i.e. multidimensional arrays) exploiting the type-level programming capabilities of Scala through heterogeneous lists (HList), and showcase typesafe abstractions of common tensor operations and various neural layers such as convolution or recurrent neural networks. This abstraction could lay the foundation of future typesafe deep learning frameworks that runs on Scala/JVM.
Author: Tongfei Chen
Language: English
Open Access status: green
OpenAlex ID: W2763618583
FWCI: 0.998
Cites: 10
Cited by: 14
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