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ZENODO
Dataset . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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Claim

UCSB netFound Pretraining Data Sampler

Research datakeyboard_double_arrow_right Dataset 28 Apr 2026Publisher:Zenodo
Authors: Beltiukov, Sylee; Chandrasekaran, Sanjay; Gupta, Arpit;

doi: 10.5281/zenodo.19863445 , 10.5281/zenodo.19863446

UCSB netFound Pretraining Data Sampler

Abstract

This is a sampler of pretraining data for netFound network foundation model. This data contains network packet headers in .arrow format and excludes payload or IP addresses, as per netFound preprocessing pipeline. This data is supposed to be used with netFound tokenizer (or any derivative tokenizers). Please, see https://github.com/SNL-UCSB/netFound for instructions on usage and location of the full pretraining dataset. Data facts: Total collection time of the sampler: 2hrs. Total network flows in the sampler: 60,199,405

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Keywords

netFound

  • BIP!
    Impact byBIP!
    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).
    		 0
    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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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