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Unwrapping The Black Box of Deep ReLU Networks: Interpretability, Diagnostics, and Simplification
AgusSudjianto, WilliamKnauth, RahulSingh....
Published date-11/08/2020
The deep neural networks (DNNs) have achieved great success in learning complex patterns with strong predictive power, but they are often thought of as "black box" models without a sufficient …
Pathwise Conditioning of Gaussian Processes
JamesT.Wilson, ViacheslavBorovitskiy, AlexanderTerenin....
Published date-11/08/2020
GaussianProcesses
As Gaussian processes are integrated into increasingly complex problem settings, analytic solutions to quantities of interest become scarcer and scarcer. Monte Carlo methods act as a convenient bridge for connecting …
NLP-CIC @ PRELEARN: Mastering prerequisites relations, from handcrafted features to embeddings
JasonAngel, SegunTaofeekAroyehun, AlexanderGelbukh....
Published date-11/07/2020
We present our systems and findings for the prerequisite relation learning task (PRELEARN) at EVALITA 2020. The task aims to classify whether a pair of concepts hold a prerequisite relation …
Deep traffic light detection by overlaying synthetic context on arbitrary natural images
JeanPabloVieiradeMello, LucasTabelini, RodrigoF.Berriel....
Published date-11/07/2020
AutonomousDriving
Deep neural networks come as an effective solution to many problems associated with autonomous driving. By providing real image samples with traffic context to the network, the model learns to …
Implementing Behavior Trees using Three-Valued Logic
ThibauddeSouza....
Published date-11/07/2020
With consideration to behavior trees and their relevance to planning and control, within and without game development, the distinction between stateful and stateless models is discussed; a three-valued logic bridging …
DG: A program analysis library
MarekChalupa....
Published date-11/07/2020
DG is a C++ library providing elements for building program analysis tools. Its main components are a points-to analysis, a data dependence analysis, a control dependence analysis and an analysis …