Pith Number

pith:CE3GZ5AK

pith:2024:CE3GZ5AKVP72TYZ2ZQKSUVP7J5

not attested not anchored not stored refs pending

MLLM-as-a-Judge for Image Safety without Human Labeling

Ankit Jain, Dimitris N. Metaxas, Felix Juefei-Xu, Harihar Subramanyam, Jianfa Chen, Li Chen, Ligong Han, Lingjuan Lyu, Nan Jiang, Shiqing Ma, Shiyu Zhao, Shuming Hu, Xiaowen Lin, Zhenting Wang, Zhuowei Li

arxiv:2501.00192 v2 · 2024-12-31 · cs.CV · cs.CL · cs.CY · 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{CE3GZ5AKVP72TYZ2ZQKSUVP7J5}

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

ARGUS: Policy-Adaptive Ad Governance via Evolving Reinforcement with Adversarial Umpiring

Receipt and verification

First computed	2026-07-05T10:45:15.972766Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11366cf40aabffa9e33acc152a55ff4f5738728e2e84ed304a74058c921f8973

Aliases

arxiv: 2501.00192 · arxiv_version: 2501.00192v2 · doi: 10.48550/arxiv.2501.00192 · pith_short_12: CE3GZ5AKVP72 · pith_short_16: CE3GZ5AKVP72TYZ2 · pith_short_8: CE3GZ5AK

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/CE3GZ5AKVP72TYZ2ZQKSUVP7J5 \
  | 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: 11366cf40aabffa9e33acc152a55ff4f5738728e2e84ed304a74058c921f8973

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a4865a4558242d61e4f98e7a71243e4c3ebbffd8f39edc4036a6d6092fb53633",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CY",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-31T00:06:04Z",
    "title_canon_sha256": "59e4a5838cd89c3913f03b5b075debc1dc861e02e283b6d46b536d2247038ff0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00192",
    "kind": "arxiv",
    "version": 2
  }
}