Pith Number

pith:HNLG54IY

pith:2025:HNLG54IYIN4QONJGZEWX7QGPD3

not attested not anchored not stored refs pending

Navigating the Challenges of AI-Generated Image Detection in the Wild: What Truly Matters?

Christos Koutlis, Despina Konstantinidou, Dimitrios Karageorgiou, Emmanouil Schinas, Olga Papadopoulou, Symeon Papadopoulos

arxiv:2507.10236 v2 · 2025-07-14 · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HNLG54IYIN4QONJGZEWX7QGPD3}

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

2 papers in Pith

Boosting Robust AIGI Detection with LoRA-based Pairwise Training

Automated In-the-Wild Data Collection for Continual AI Generated Image Detection

Receipt and verification

First computed	2026-05-20T00:01:34.779395Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b566ef1184379073526c92d7fc0cf1ec2dae86a37a17ff526ee03628a79df82

Aliases

arxiv: 2507.10236 · arxiv_version: 2507.10236v2 · doi: 10.48550/arxiv.2507.10236 · pith_short_12: HNLG54IYIN4Q · pith_short_16: HNLG54IYIN4QONJG · pith_short_8: HNLG54IY

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/HNLG54IYIN4QONJGZEWX7QGPD3 \
  | 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: 3b566ef1184379073526c92d7fc0cf1ec2dae86a37a17ff526ee03628a79df82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1d984450dc9326ce8319530cff5c15152899db3e4025cadbb8952664ded5ccd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-14T12:56:55Z",
    "title_canon_sha256": "cf11aa621417f5f8f07d62875d4dd9b836aa72ee3874416f60af50d9422d543e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.10236",
    "kind": "arxiv",
    "version": 2
  }
}