Pith Number

pith:HDB5PCWI

pith:2024:HDB5PCWIBFP4GCORQ7R6ZKBM5U

not attested not anchored not stored refs pending

Connecting the Dots: Collaborative Fine-tuning for Black-Box Vision-Language Models

Jian Liang, Ran He, Tieniu Tan, Zhengbo Wang, Zilei Wang

arxiv:2402.04050 v2 · 2024-02-06 · cs.LG · cs.AI · 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{HDB5PCWIBFP4GCORQ7R6ZKBM5U}

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

Receipt and verification

First computed	2026-07-05T08:26:18.849709Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

38c3d78ac8095fc309d187e3eca82ced04c0bea6a231913e36c1391f10518488

Aliases

arxiv: 2402.04050 · arxiv_version: 2402.04050v2 · doi: 10.48550/arxiv.2402.04050 · pith_short_12: HDB5PCWIBFP4 · pith_short_16: HDB5PCWIBFP4GCOR · pith_short_8: HDB5PCWI

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/HDB5PCWIBFP4GCORQ7R6ZKBM5U \
  | 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: 38c3d78ac8095fc309d187e3eca82ced04c0bea6a231913e36c1391f10518488

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60d77f9e236f6038593d2cae79a5c854edf7bce0b9fbf6baf2bc5e187e14ec5f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-06T14:53:19Z",
    "title_canon_sha256": "c584c04fbe428013809b1ab472a76fe5e9df4e6c6eaac0fddc1f1a4eb45085b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04050",
    "kind": "arxiv",
    "version": 2
  }
}