Pith Number

pith:RJSOZMBQ

pith:2021:RJSOZMBQ3TOXKPOHNZMFLCP6Q4

not attested not anchored not stored refs pending

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

Frank Hutter, Samuel G. M\"uller

arxiv:2103.10158 v2 · 2021-03-18 · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RJSOZMBQ3TOXKPOHNZMFLCP6Q4}

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

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

Receipt and verification

First computed	2026-07-05T03:06:21.829645Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a64ecb030dcdd753dc76e585589fe8713d0ff989f687ec0deb2b3a4cd647ba1

Aliases

arxiv: 2103.10158 · arxiv_version: 2103.10158v2 · doi: 10.48550/arxiv.2103.10158 · pith_short_12: RJSOZMBQ3TOX · pith_short_16: RJSOZMBQ3TOXKPOH · pith_short_8: RJSOZMBQ

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/RJSOZMBQ3TOXKPOHNZMFLCP6Q4 \
  | 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: 8a64ecb030dcdd753dc76e585589fe8713d0ff989f687ec0deb2b3a4cd647ba1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c02ede31f9c7013347becfb236abb60e94017dce168de350d8b43b744d53386f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-03-18T10:48:02Z",
    "title_canon_sha256": "14d0dc18fd253741faefc3205570c3c91af21d50fdf300e9a29b958be1d44564"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.10158",
    "kind": "arxiv",
    "version": 2
  }
}