Pith Number

pith:7EDGGDV7

pith:2024:7EDGGDV7ZF7MWPHRULMIFPMDHC

not attested not anchored not stored refs pending

Open-Vocabulary Calibration for Fine-tuned CLIP

Bob Zhang, Guoqing Wang, Hongxin Wei, Jindong Wang, Kaiyang Zhou, Shuoyuan Wang

arxiv:2402.04655 v4 · 2024-02-07 · 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{7EDGGDV7ZF7MWPHRULMIFPMDHC}

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

Prompting without Panic: Attribute-aware, Zero-shot, Test-Time Calibration

Receipt and verification

First computed	2026-07-05T08:31:48.252896Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f906630ebfc97ecb3cf1a2d882bd83389a4b26063b245ed2dabde1719af305e4

Aliases

arxiv: 2402.04655 · arxiv_version: 2402.04655v4 · doi: 10.48550/arxiv.2402.04655 · pith_short_12: 7EDGGDV7ZF7M · pith_short_16: 7EDGGDV7ZF7MWPHR · pith_short_8: 7EDGGDV7

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/7EDGGDV7ZF7MWPHRULMIFPMDHC \
  | 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: f906630ebfc97ecb3cf1a2d882bd83389a4b26063b245ed2dabde1719af305e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04335c94f8d5c95d7358a2feca93b6d43332d08ddaf87f8358b025da386b68ae",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-07T08:42:48Z",
    "title_canon_sha256": "97a24c593545837e838b840821f82912291dc09658837ff7f05f1f4fb66481a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04655",
    "kind": "arxiv",
    "version": 4
  }
}