Pith. sign in
Pith Number

pith:XD6Q4FEK

pith:2022:XD6Q4FEKWB4JIVGQIH3EB2EO6V
not attested not anchored not stored refs pending

Cosine Model Watermarking Against Ensemble Distillation

Jian Pei, Lanjun Wang, Laurent Charette, Lingyang Chu, Yizhou Chen, Yong Zhang

arxiv:2203.02777 v1 · 2022-03-05 · cs.CR · cs.MM

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XD6Q4FEKWB4JIVGQIH3EB2EO6V}

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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 2026-07-05T04:02:27.387601Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b8fd0e148ab0789454d041f640e88ef55a074c1a1fde209fecf4ef8ff66cd04a

Aliases

arxiv: 2203.02777 · arxiv_version: 2203.02777v1 · doi: 10.48550/arxiv.2203.02777 · pith_short_12: XD6Q4FEKWB4J · pith_short_16: XD6Q4FEKWB4JIVGQ · pith_short_8: XD6Q4FEK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XD6Q4FEKWB4JIVGQIH3EB2EO6V \
  | 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: b8fd0e148ab0789454d041f640e88ef55a074c1a1fde209fecf4ef8ff66cd04a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f50acd9c232342165d0d9cfc261dee76c5f5119a2ab62cbf1a1533fb34355fce",
    "cross_cats_sorted": [
      "cs.MM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-03-05T16:06:41Z",
    "title_canon_sha256": "816e485db619764ef4103748f4e4e17c3a9a1fe1572e27bffd10ac5ab09aa740"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.02777",
    "kind": "arxiv",
    "version": 1
  }
}