Pith Number

pith:GBHP4WSN

pith:2022:GBHP4WSNCMCMW6WSFZM3XYIS22

not attested not anchored not stored refs pending

On the Effectiveness of Dataset Watermarking in Adversarial Settings

Buse Gul Atli Tekgul, N. Asokan

arxiv:2202.12506 v1 · 2022-02-25 · cs.CR · 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{GBHP4WSNCMCMW6WSFZM3XYIS22}

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	2026-07-05T04:00:05.121323Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

304efe5a4d1304cb7ad22e59bbe112d6ae27d21bbba2484a1e8d096b22bd2c25

Aliases

arxiv: 2202.12506 · arxiv_version: 2202.12506v1 · doi: 10.48550/arxiv.2202.12506 · pith_short_12: GBHP4WSNCMCM · pith_short_16: GBHP4WSNCMCMW6WS · pith_short_8: GBHP4WSN

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/GBHP4WSNCMCMW6WSFZM3XYIS22 \
  | 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: 304efe5a4d1304cb7ad22e59bbe112d6ae27d21bbba2484a1e8d096b22bd2c25

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b7813862f31f5a21399b432a70a94eda4baaa59a77f6d9329dae624cf159ded",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-02-25T05:51:53Z",
    "title_canon_sha256": "c562704c391d1c6bb9d0739ee75c339f84a6139e5666faaa33aaa8d5d61826a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.12506",
    "kind": "arxiv",
    "version": 1
  }
}