Pith Number

pith:5ZRJ4LKY

pith:2024:5ZRJ4LKYJR4O6AKBOFOEHO4AQG

not attested not anchored not stored refs pending

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

Jintao Guo, Lei Qi, Wenbin Li, Yayuan Li, Yinghuan Shi

arxiv:2412.11375 v1 · 2024-12-16 · 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{5ZRJ4LKYJR4O6AKBOFOEHO4AQG}

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	2026-07-05T09:49:31.615216Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee629e2d584c78ef0141715c43bb8081949281f8c7fadf5f1466633d9e64a897

Aliases

arxiv: 2412.11375 · arxiv_version: 2412.11375v1 · doi: 10.48550/arxiv.2412.11375 · pith_short_12: 5ZRJ4LKYJR4O · pith_short_16: 5ZRJ4LKYJR4O6AKB · pith_short_8: 5ZRJ4LKY

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/5ZRJ4LKYJR4O6AKBOFOEHO4AQG \
  | 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: ee629e2d584c78ef0141715c43bb8081949281f8c7fadf5f1466633d9e64a897

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "318afe76de22ea9e54c7119941fde8d92eb0d79f8a05700aefe45f009ae18988",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-16T02:03:45Z",
    "title_canon_sha256": "b5c885cf15cf1105c89214016a30cbaa7b4dbaf8127110415bd064cd2b43b7f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11375",
    "kind": "arxiv",
    "version": 1
  }
}