Pith Number

pith:2V3IUSKZ

pith:2022:2V3IUSKZCFVKF4F2QX7BDMUI4K

not attested not anchored not stored refs pending

A Study on the Impact of Data Augmentation for Training Convolutional Neural Networks in the Presence of Noisy Labels

Emeson Santana, Filipe R. Cordeiro, Gustavo Carneiro

arxiv:2208.11176 v3 · 2022-08-23 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2V3IUSKZCFVKF4F2QX7BDMUI4K}

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.

Receipt and verification

First computed	2026-07-05T06:37:50.796897Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5768a4959116aa2f0ba85fe11b288e2a43b75e59efd665a77d6b0fcfa2d2b2a

Aliases

arxiv: 2208.11176 · arxiv_version: 2208.11176v3 · doi: 10.48550/arxiv.2208.11176 · pith_short_12: 2V3IUSKZCFVK · pith_short_16: 2V3IUSKZCFVKF4F2 · pith_short_8: 2V3IUSKZ

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/2V3IUSKZCFVKF4F2QX7BDMUI4K \
  | 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: d5768a4959116aa2f0ba85fe11b288e2a43b75e59efd665a77d6b0fcfa2d2b2a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46ebdcf481a26e3b7d30168a46772401210d1ebf01110c66adbe564ddc166055",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-08-23T20:04:17Z",
    "title_canon_sha256": "f75211a2abb1dcbcea2edd54f3d9e7da0a0c41007b2cd21a790bcfbe2b7070a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.11176",
    "kind": "arxiv",
    "version": 3
  }
}