Pith Number

pith:QIIRTXJ4

pith:2025:QIIRTXJ45OPMGUIVLXOKZCEWY5

not attested not anchored not stored refs pending

ChatGPT Encounters Morphing Attack Detection: Zero-Shot MAD with Multi-Modal Large Language Models and General Vision Models

Christoph Busch, Haoyu Zhang, Kiran Raja, Raghavendra Ramachandra

arxiv:2503.10937 v1 · 2025-03-13 · cs.CV · cs.AI · 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{QIIRTXJ45OPMGUIVLXOKZCEWY5}

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

In-context Learning of Vision Language Models for Detection of Physical and Digital Attacks against Face Recognition Systems

Receipt and verification

First computed	2026-07-05T10:31:08.697477Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

821119dd3ceb9ec351155ddcac8896c770ca0b386d9ff91d47a869822c2b422c

Aliases

arxiv: 2503.10937 · arxiv_version: 2503.10937v1 · doi: 10.48550/arxiv.2503.10937 · pith_short_12: QIIRTXJ45OPM · pith_short_16: QIIRTXJ45OPMGUIV · pith_short_8: QIIRTXJ4

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/QIIRTXJ45OPMGUIVLXOKZCEWY5 \
  | 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: 821119dd3ceb9ec351155ddcac8896c770ca0b386d9ff91d47a869822c2b422c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e47781c53bae08965e6bd9a1dfb32ecf7a1c3c8cf965233ab91fc7df6cd885c9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-13T22:53:24Z",
    "title_canon_sha256": "b75fbe1aa819c80f4301b7cac720cdeead7435a6cf0c40a0ed6dcb54924ce647"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.10937",
    "kind": "arxiv",
    "version": 1
  }
}