Pith Number

pith:LOKKHRUF

pith:2024:LOKKHRUFSRQKYYZKZRCL3MCSZ7

not attested not anchored not stored refs pending

Learning to Rank Pre-trained Vision-Language Models for Downstream Tasks

Aihua Zheng, Bo Jiang, Jian Liang, Qin Xu, Yuhe Ding

arxiv:2412.20682 v1 · 2024-12-30 · cs.CV · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LOKKHRUFSRQKYYZKZRCL3MCSZ7}

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	2026-07-05T09:55:20.785154Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b94a3c6859460ac632acc44bdb052cfc84dcb265550d47e736e7eec69fcfb53

Aliases

arxiv: 2412.20682 · arxiv_version: 2412.20682v1 · doi: 10.48550/arxiv.2412.20682 · pith_short_12: LOKKHRUFSRQK · pith_short_16: LOKKHRUFSRQKYYZK · pith_short_8: LOKKHRUF

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/LOKKHRUFSRQKYYZKZRCL3MCSZ7 \
  | 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: 5b94a3c6859460ac632acc44bdb052cfc84dcb265550d47e736e7eec69fcfb53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cfc240784ea781e276f2b8ae2708fb6aacd0bfc7940067ff3504eca4e13eb457",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-30T03:26:53Z",
    "title_canon_sha256": "7bbbfa87770d38fcf2f8c9e888cc1b09ea29142f337a721849b308b480394c46"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20682",
    "kind": "arxiv",
    "version": 1
  }
}