Pith Number

pith:HSLY2JSI

pith:2025:HSLY2JSI7XPWCLFESBGU2JEHSX

not attested not anchored not stored refs pending

Ownership Verification of DNN Models Using White-Box Adversarial Attacks with Specified Probability Manipulation

Eisuke Koizumi, Masao Sakai, Minoru Kuribayashi, Shuji Isobe, Teruki Sano

arxiv:2505.17579 v3 · 2025-05-23 · 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{HSLY2JSI7XPWCLFESBGU2JEHSX}

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	2026-07-05T11:45:35.940617Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c978d2648fddf612ca4904d4d248795e43be8a27ff2c7923c839761562ebc10

Aliases

arxiv: 2505.17579 · arxiv_version: 2505.17579v3 · doi: 10.48550/arxiv.2505.17579 · pith_short_12: HSLY2JSI7XPW · pith_short_16: HSLY2JSI7XPWCLFE · pith_short_8: HSLY2JSI

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/HSLY2JSI7XPWCLFESBGU2JEHSX \
  | 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: 3c978d2648fddf612ca4904d4d248795e43be8a27ff2c7923c839761562ebc10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19852be2713dfa7084073074a8694c14d4f55980a84a8fea8bfe4cb38c4c7691",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-23T07:40:34Z",
    "title_canon_sha256": "ddf97fb9fd07a886c38ecbf58d9bdc72de62c013caaef1ce3015a882a88db9dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.17579",
    "kind": "arxiv",
    "version": 3
  }
}