Pith Number

pith:PGUJI5BZ

pith:2023:PGUJI5BZWGL5X3FVKHUP7PFUFT

not attested not anchored not stored refs pending

Towards Calibrated Robust Fine-Tuning of Vision-Language Models

Alexander Hauptmann, Changdae Oh, Dongyoon Han, Hyesu Lim, Jaegul Choo, Kyungwoo Song, Mijoo Kim, Sangdoo Yun, Zhi-Qi Cheng

arxiv:2311.01723 v7 · 2023-11-03 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PGUJI5BZWGL5X3FVKHUP7PFUFT}

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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

Contrast-Aware Calibration for Fine-Tuned CLIP: Leveraging Image-Text Alignment

Receipt and verification

First computed	2026-07-05T09:32:04.044584Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

79a8947439b197dbecb551e8ffbcb42cc8abed46583a9e747e70acc844cb2233

Aliases

arxiv: 2311.01723 · arxiv_version: 2311.01723v7 · doi: 10.48550/arxiv.2311.01723 · pith_short_12: PGUJI5BZWGL5 · pith_short_16: PGUJI5BZWGL5X3FV · pith_short_8: PGUJI5BZ

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/PGUJI5BZWGL5X3FVKHUP7PFUFT \
  | 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: 79a8947439b197dbecb551e8ffbcb42cc8abed46583a9e747e70acc844cb2233

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25e16ca0de6783a52f43392a688aba242e28b6f653df3a9c1e3937370d0d5c07",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-11-03T05:41:25Z",
    "title_canon_sha256": "b7df13f975acad79a85e6faf6669d69afc8d432818d3214d6bbb65009beb96fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.01723",
    "kind": "arxiv",
    "version": 7
  }
}