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Paper Citation Record · LEDGER

TrivialAugment: Tuning-free Yet State-of-the-Art Data Augmentation

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2103.10158.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2103.10158 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:57:05.949766Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-11T14:06:02.851207Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 3a44dcb2-fad6-411c-81bf-a9f92504ddee · inbound

Fine-Grained Image Recognition from Scratch with Teacher-Guided Data Augmentation cites this paper.

Fine-Grained Image Recognition from Scratch with Teacher-Guided Data Augmentation TrivialAugment: Tuning-free Yet State-of-the-Art Data Augmentation

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T16:57:05.949766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:57:05.949766Z digest=sha256:c553230b1b4810c3899896a22198adedf84b85e602dc17708994a36fb5cecf95

Observation 461dee94-fc84-4f0b-86af-e557829abd12 · inbound

Image-Based Malware Type Classification on MalNet-Image Tiny: Effects of Multi-Scale Fusion, Transfer Learning, Data Augmentation, and Schedule-Free Optimization cites this paper.

Image-Based Malware Type Classification on MalNet-Image Tiny: Effects of Multi-Scale Fusion, Transfer Learning, Data Augmentation, and Schedule-Free Optimization TrivialAugment: Tuning-free Yet State-of-the-Art Data Augmentation

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-11T14:06:02.853086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-09T23:39:37.349765Z digest=sha256:e1414cfb921d6339ac40ea5dcdc420fee04260384c9c503d8cb0d273dd9d9a9d