Pith. sign in
Pith Number

pith:HZAE4PJP

pith:2019:HZAE4PJPLU76EYA6RTCGK5B3FR
not attested not anchored not stored refs pending

RandAugment: Practical automated data augmentation with a reduced search space

Barret Zoph, Ekin D. Cubuk, Jonathon Shlens, Quoc V. Le

arxiv:1909.13719 v2 · 2019-09-30 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{HZAE4PJPLU76EYA6RTCGK5B3FR}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T00:19:10.665526Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3e404e3d2f5d3fe2601e8cc465743b2c5721b7a7701d87d0981a851ffc88a0a0

Aliases

arxiv: 1909.13719 · arxiv_version: 1909.13719v2 · doi: 10.48550/arxiv.1909.13719 · pith_short_12: HZAE4PJPLU76 · pith_short_16: HZAE4PJPLU76EYA6 · pith_short_8: HZAE4PJP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/HZAE4PJPLU76EYA6RTCGK5B3FR \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 3e404e3d2f5d3fe2601e8cc465743b2c5721b7a7701d87d0981a851ffc88a0a0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0fd7beb1f5fca7f890732da4739f9bd86a45e7494950b1702d7ec5f8638ed208",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-09-30T14:05:14Z",
    "title_canon_sha256": "3a0b686cdf83d01680e244806547980ca886b2ef9b00503693b9d2a51ae11e77"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.13719",
    "kind": "arxiv",
    "version": 2
  }
}