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Artifact for Paper: Monitizer - Automating Design and Evaluation of Neural Network Monitors

integration_instructionsResearch softwarekeyboard_double_arrow_right Software 07 Apr 2024Publisher:Zenodo
Authors: Mohr, Stefanie; Azeem, Muqsit; Kanav, Sudeep; Grobelna, Marta; Rieder, Sabine; Kretinsky, Jan;

doi: 10.5281/zenodo.10933013 , 10.5281/zenodo.10947834 , 10.5281/zenodo.11198056 , 10.5281/zenodo.10940236 , 10.5281/zenodo.10933014 , 10.5281/zenodo.10948522

Artifact for Paper: Monitizer - Automating Design and Evaluation of Neural Network Monitors

Abstract

This is the artifact for our tool paper "Monitizer: Automating Design and Evaluation of Neural Network Monitors" which was accepted at CAV'24.It contains a README, explaining the structure and how to use the artifact. The core element is a docker image (docker-image.tar) that can be run within docker and is already setup with the necessary software dependencies. Within this image, we provide our source code and scripts to run the experiments from the paper.

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    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    		 1
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    		 Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    		 Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    		 Average
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average