Pith Number

pith:FM6PVKGA

pith:2025:FM6PVKGADW7SMCWKMVG5KWR7AW

not attested not anchored not stored refs pending

CTR-Driven Advertising Image Generation with Multimodal Large Language Models

Changxin Gao, Haohan Wang, Jingjing Lv, Jingping Shao, Jinyuan Zhao, Junjie Shen, Linkai Liu, Nong Sang, Wei Feng, Weizhen Wang, Xinge You, Xingye Chen, Yanyin Chen, Yaoyu Li, Yuanjie Shao, Yu Li, Zhangang Lin, Zhenbang Du, Zheng Zhang

arxiv:2502.06823 v1 · 2025-02-05 · cs.LG · cs.CV · cs.GR · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FM6PVKGADW7SMCWKMVG5KWR7AW}

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	2026-07-05T10:13:09.312252Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b3cfaa8c01dbf260aca654dd55a3f058b77c3be7c25abc5f1e777bf76344658

Aliases

arxiv: 2502.06823 · arxiv_version: 2502.06823v1 · doi: 10.48550/arxiv.2502.06823 · pith_short_12: FM6PVKGADW7S · pith_short_16: FM6PVKGADW7SMCWK · pith_short_8: FM6PVKGA

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/FM6PVKGADW7SMCWKMVG5KWR7AW \
  | 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: 2b3cfaa8c01dbf260aca654dd55a3f058b77c3be7c25abc5f1e777bf76344658

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4c93cfc9e558a1151305693416bd739ea2e3150b949ce7e2a63257a1a2bba9d",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.GR",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-05T09:06:02Z",
    "title_canon_sha256": "fa1bb8909fd2d6a3a98c8397dec73d3a4c064d258fece4cf2808b82cfb38bb65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06823",
    "kind": "arxiv",
    "version": 1
  }
}