Pith Number

pith:BF2OCZUH

pith:2017:BF2OCZUHURTA5WLRO23MV3ZSCW

not attested not anchored not stored refs pending

Data Augmentation Generative Adversarial Networks

Amos Storkey, Antreas Antoniou, Harrison Edwards

arxiv:1711.04340 v3 · 2017-11-12 · stat.ML · cs.CV · cs.LG · cs.NE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BF2OCZUHURTA5WLRO23MV3ZSCW}

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

4 papers in Pith

Further advantages of data augmentation on convolutional neural networks

Learning Data Augmentation Strategies for Object Detection

Unsupervised Domain Alignment to Mitigate Low Level Dataset Biases

Generative Models and Connected and Automated Vehicles: A Survey in Exploring the Intersection of Transportation and AI

Receipt and verification

First computed	2026-05-18T00:20:24.115128Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0974e16687a4660ed97176b6caef321586f84d5ba0053b07f13ac532ea59735a

Aliases

arxiv: 1711.04340 · arxiv_version: 1711.04340v3 · doi: 10.48550/arxiv.1711.04340 · pith_short_12: BF2OCZUHURTA · pith_short_16: BF2OCZUHURTA5WLR · pith_short_8: BF2OCZUH

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/BF2OCZUHURTA5WLRO23MV3ZSCW \
  | 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: 0974e16687a4660ed97176b6caef321586f84d5ba0053b07f13ac532ea59735a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6f69723e376ec1f1424a47a880930ca6564705f0fa0231226152fdc551d5d30",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-11-12T19:17:57Z",
    "title_canon_sha256": "05554f38b6dc552c41292a472ca7bf562cc8c365a4a614c50ce490abeadc7dfc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1711.04340",
    "kind": "arxiv",
    "version": 3
  }
}