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Model . 2026
License: CC BY
Data sources: Datacite
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SBProv

Abstract

SBProv This is the source code repository for SBProv, specific implementation details can be found in README.md Datasets We use three public datasets: DARPA Transparent Computing – Engagement 3 (E3): DARPA E3 DARPA Transparent Computing – Engagement 5 (E5): DARPA E5 DARPA OpTC (Operationally Transparent Cyber) dataset: DARPA OpTC Repository Structure main.py / train.py / test.py: entrypoints for training and evaluation. model.py: dynamic GATv2 autoencoder and related components. evaluate.py: evaluation logic and KNN anomaly detector. data_preprocess.py: data loading, preprocessing, and weight computation. experiment.py: experiment management, logging, checkpointing, and wandb integration. attack_reconstruction/: contamination propagation and reconstruction utilities. graph_construction/: scripts to build provenance graphs from raw datasets. configs/: dataset-specific YAML configuration files. utils/config.py: lightweight configuration loader and global CONFIG object. sbp_miner/: SBP mining pipeline

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    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).
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    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).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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Found an issue? Give us feedback
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!
0
Average
Average
Average