pith. sign in
Pith Number

pith:G4W4FCVT

pith:2025:G4W4FCVTY226BXQZTGIUTGFVYD
not attested not anchored not stored refs pending

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning

Baolin Liu, Bowen Wan, Bo Zheng, Chenghan Fu, Jian Xu, Pengji Wang, Shichang Jia, Wanxian Guan, Xiang Zhang, Xudong Ren, Yueran Liu, Yukang Lin

arxiv:2508.12628 v2 · 2025-08-18 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{G4W4FCVTY226BXQZTGIUTGFVYD}

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 2026-05-26T02:03:53.788845Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

372dc28ab3c6b5e0de1999914998b5c0c0323089d1d49571dfb78533ede24fd4

Aliases

arxiv: 2508.12628 · arxiv_version: 2508.12628v2 · doi: 10.48550/arxiv.2508.12628 · pith_short_12: G4W4FCVTY226 · pith_short_16: G4W4FCVTY226BXQZ · pith_short_8: G4W4FCVT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/G4W4FCVTY226BXQZTGIUTGFVYD \
  | 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: 372dc28ab3c6b5e0de1999914998b5c0c0323089d1d49571dfb78533ede24fd4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "12adb346ce98ece61ac1434dabd1497b9caeae47ab273da9891ecb753d4a106f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-18T05:11:30Z",
    "title_canon_sha256": "c194ee8f37af820ae7a1a396b20682818bcd082627ff7b82e39458648308d302"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.12628",
    "kind": "arxiv",
    "version": 2
  }
}