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Pith Number

pith:XPAFIGJ7

pith:2023:XPAFIGJ7FTRF75BFGCYFIBWXLA
not attested not anchored not stored refs pending

Rethinking White-Box Watermarks on Deep Learning Models under Neural Structural Obfuscation

Min Yang, Mi Zhang, Xudong Pan, Yifan Yan

arxiv:2303.09732 v1 · 2023-03-17 · cs.CR · cs.LG

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\usepackage{pith}
\pithnumber{XPAFIGJ7FTRF75BFGCYFIBWXLA}

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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 2026-07-05T05:52:00.180637Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bbc054193f2ce25ff42530b05406d7583065755aa9d861eb2e6bc737da179e56

Aliases

arxiv: 2303.09732 · arxiv_version: 2303.09732v1 · doi: 10.48550/arxiv.2303.09732 · pith_short_12: XPAFIGJ7FTRF · pith_short_16: XPAFIGJ7FTRF75BF · pith_short_8: XPAFIGJ7
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XPAFIGJ7FTRF75BFGCYFIBWXLA \
  | 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: bbc054193f2ce25ff42530b05406d7583065755aa9d861eb2e6bc737da179e56
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "752d9667b34008863f20ef6592ce4c3e296457fd5a1bc277eaefcc50a4d1f750",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-03-17T02:21:41Z",
    "title_canon_sha256": "94b7e1acab5787e6cf623862828151cb6a1d916f53ef8da7921033a388fabb72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.09732",
    "kind": "arxiv",
    "version": 1
  }
}