Pith. sign in
Pith Number

pith:Z5AYF762

pith:2024:Z5AYF762ACTER7QTUTXJZOHCB2
not attested not anchored not stored refs pending

Enhancing the vision-language foundation model with key semantic knowledge-emphasized report refinement

Cheng Li, Hairong Zheng, Hao Yang, Jiarun Liu, Shanshan Wang, Weijian Huang, Yong Liang

arxiv:2401.11421 v2 · 2024-01-21 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{Z5AYF762ACTER7QTUTXJZOHCB2}

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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 2026-07-05T09:02:55.981990Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cf4182ffda00a648fe13a4ee9cb8e20e98f9382aa30e37301671c9d015fc8724

Aliases

arxiv: 2401.11421 · arxiv_version: 2401.11421v2 · doi: 10.48550/arxiv.2401.11421 · pith_short_12: Z5AYF762ACTE · pith_short_16: Z5AYF762ACTER7QT · pith_short_8: Z5AYF762
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Z5AYF762ACTER7QTUTXJZOHCB2 \
  | 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: cf4182ffda00a648fe13a4ee9cb8e20e98f9382aa30e37301671c9d015fc8724
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b12f23e0e6241bb44a312ffbfa4e350da8d0a34f24deca6ab67a85eb8acc7612",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-01-21T07:57:04Z",
    "title_canon_sha256": "af001f2e4c76dacfca7c1cf417d0697af6541ccade732247e20dc6a2f0900909"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.11421",
    "kind": "arxiv",
    "version": 2
  }
}