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» On the Execution of Deep Models
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IISWC
2008
IEEE
14 years 1 months ago
A workload for evaluating deep packet inspection architectures
—High-speed content inspection of network traffic is an important new application area for programmable networking systems, and has recently led to several proposals for high-per...
Michela Becchi, Mark A. Franklin, Patrick Crowley
JMLR
2012
11 years 9 months ago
Deep Learning Made Easier by Linear Transformations in Perceptrons
We transform the outputs of each hidden neuron in a multi-layer perceptron network to have zero output and zero slope on average, and use separate shortcut connections to model th...
Tapani Raiko, Harri Valpola, Yann LeCun
JMLR
2012
11 years 9 months ago
Krylov Subspace Descent for Deep Learning
In this paper, we propose a second order optimization method to learn models where both the dimensionality of the parameter space and the number of training samples is high. In ou...
Oriol Vinyals, Daniel Povey
IPPS
2007
IEEE
14 years 1 months ago
Modeling Modern Micro-architectures using CASL
We overview CASL, the CoGenT Architecture Specification Language, a mixed behavioral-structure architecture description language designed to facilitate fast prototyping and tool ...
Edward K. Walters II, J. Eliot B. Moss, Trek S. Pa...
SIGGRAPH
1999
ACM
13 years 11 months ago
Deep Compression for Streaming Texture Intensive Animations
This paper presents a streaming technique for synthetic texture intensive 3D animation sequences. There is a short latency time while downloading the animation, until an initial f...
Daniel Cohen-Or, Yair Mann, Shachar Fleishman