Pith Number

pith:5EQXW344

pith:2024:5EQXW344N7BLC3O3MXJZ7AL7EI

not attested not anchored not stored refs pending

A Survey on Data Augmentation in Large Model Era

Chenlu Guo, Xu Wang, Yi Chang, Yuan Wu, Yue Zhou

arxiv:2401.15422 v2 · 2024-01-27 · cs.LG · cs.CL · 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{5EQXW344N7BLC3O3MXJZ7AL7EI}

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

NoiseCutMix: A Novel Data Augmentation Approach by Mixing Estimated Noise in Diffusion Models

Receipt and verification

First computed	2026-07-05T07:51:38.674089Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9217b6f9c6fc2b16ddb65d39f817f22155daa29efb6a62e04f4ebd6b632f843

Aliases

arxiv: 2401.15422 · arxiv_version: 2401.15422v2 · doi: 10.48550/arxiv.2401.15422 · pith_short_12: 5EQXW344N7BL · pith_short_16: 5EQXW344N7BLC3O3 · pith_short_8: 5EQXW344

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/5EQXW344N7BLC3O3MXJZ7AL7EI \
  | 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: e9217b6f9c6fc2b16ddb65d39f817f22155daa29efb6a62e04f4ebd6b632f843

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67a44451f91fa0eb243a5a22493ae4af6b2244c7f93a191abe666b25d70c9659",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-27T14:19:33Z",
    "title_canon_sha256": "13bdb821af32190cd2ae434049f4c11034b95bcbf2a10260bbf8a2ec007ddf27"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.15422",
    "kind": "arxiv",
    "version": 2
  }
}