Pith Number

pith:BR73RUM7

pith:2024:BR73RUM7XRJK56HX73QGAUIYRS

not attested not anchored not stored refs pending

Visual-Text Cross Alignment: Refining the Similarity Score in Vision-Language Models

Feng Liu, Haopeng Li, James Bailey, Jinhao Li, Lei Feng, Sarah Erfani

arxiv:2406.02915 v1 · 2024-06-05 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{BR73RUM7XRJK56HX73QGAUIYRS}

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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

Constrained Prompt Enhancement for Improving Zero-Shot Generalization of Vision-Language Models

Receipt and verification

First computed	2026-07-05T08:27:32.624246Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c7fb8d19fbc52aef8f7fee06051188c89c11603a70b0518388828a54c20bcd9

Aliases

arxiv: 2406.02915 · arxiv_version: 2406.02915v1 · doi: 10.48550/arxiv.2406.02915 · pith_short_12: BR73RUM7XRJK · pith_short_16: BR73RUM7XRJK56HX · pith_short_8: BR73RUM7

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/BR73RUM7XRJK56HX73QGAUIYRS \
  | 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: 0c7fb8d19fbc52aef8f7fee06051188c89c11603a70b0518388828a54c20bcd9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0276aebaf344618cc96b5455a3ab24c82eb29c9804322835bc6b96ac2a82ace8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-06-05T04:08:41Z",
    "title_canon_sha256": "a7ec9b3c905d6bc282077c1c92384314af1542a17519e6f6ce65c7aca8faf4d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.02915",
    "kind": "arxiv",
    "version": 1
  }
}