Pith Number

pith:LFBDBGJJ

pith:2022:LFBDBGJJLL7NT6XPQWN4MUQDAM

not attested not anchored not stored refs pending

Texts as Images in Prompt Tuning for Multi-Label Image Recognition

Bowen Dong, Jinfeng Bai, Wangmeng Zuo, Yiwen Guo, Zhilong Ji, Zixian Guo

arxiv:2211.12739 v2 · 2022-11-23 · 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{LFBDBGJJLL7NT6XPQWN4MUQDAM}

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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.

Cited by

1 paper in Pith

Text to Image for Multi-Label Image Recognition with Joint Prompt-Adapter Learning

Receipt and verification

First computed	2026-07-05T05:26:57.545127Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59423099295afed9faef859bc652030321bca3a5f14f1b1c8162906d5f704aca

Aliases

arxiv: 2211.12739 · arxiv_version: 2211.12739v2 · doi: 10.48550/arxiv.2211.12739 · pith_short_12: LFBDBGJJLL7N · pith_short_16: LFBDBGJJLL7NT6XP · pith_short_8: LFBDBGJJ

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/LFBDBGJJLL7NT6XPQWN4MUQDAM \
  | 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: 59423099295afed9faef859bc652030321bca3a5f14f1b1c8162906d5f704aca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f8a52557b20cb61c29ee734ba631d49d7f0899337c964287f1d06680f0304beb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-11-23T07:00:11Z",
    "title_canon_sha256": "025a04553db4a97663e1d7be9ad0a5f005038c852b23a4b2d4c90569438c895b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.12739",
    "kind": "arxiv",
    "version": 2
  }
}