Pith Number

pith:V57FVNAC

pith:2022:V57FVNACHVTBGW4IX6LH6FKZWT

not attested not anchored not stored refs pending

Prompt Distribution Learning

Jianzhuang Liu, Xinmei Tian, Yajing Liu, Yonggang Zhang, Yuning Lu

arxiv:2205.03340 v1 · 2022-05-06 · 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{V57FVNACHVTBGW4IX6LH6FKZWT}

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

1 paper in Pith

Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP

Receipt and verification

First computed	2026-07-05T04:20:58.810784Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af7e5ab4023d66135b88bf967f1559b4e754512211cc883dd6f0afa766d8256b

Aliases

arxiv: 2205.03340 · arxiv_version: 2205.03340v1 · doi: 10.48550/arxiv.2205.03340 · pith_short_12: V57FVNACHVTB · pith_short_16: V57FVNACHVTBGW4I · pith_short_8: V57FVNAC

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/V57FVNACHVTBGW4IX6LH6FKZWT \
  | 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: af7e5ab4023d66135b88bf967f1559b4e754512211cc883dd6f0afa766d8256b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "648d3911277614558b6845b9e2676d38d109e4c3941579a5361bcb519bd3886d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-05-06T16:22:36Z",
    "title_canon_sha256": "729c35b490fadaa57dee98f482efc675d84b7a2e66087cae40ef7f52b18da2ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.03340",
    "kind": "arxiv",
    "version": 1
  }
}