Pith Number

pith:Z72L7Q26

pith:2023:Z72L7Q26CFMFALOEWHNQ7LATTZ

not attested not anchored not stored refs pending

AutoCLIP: Auto-tuning Zero-Shot Classifiers for Vision-Language Models

Chaithanya Kumar Mummadi, Jan Hendrik Metzen, Piyapat Saranrittichai

arxiv:2309.16414 v3 · 2023-09-28 · cs.CV · cs.AI · 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{Z72L7Q26CFMFALOEWHNQ7LATTZ}

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

Visual Perturbation and Adaptive Hard Negative Contrastive Learning for Compositional Reasoning in Vision-Language Models

Receipt and verification

First computed	2026-07-05T08:55:20.704757Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cff4bfc35e1158502dc4b1db0fac139e72b84b78333fcd34c1b22a5d1c53fa5b

Aliases

arxiv: 2309.16414 · arxiv_version: 2309.16414v3 · doi: 10.48550/arxiv.2309.16414 · pith_short_12: Z72L7Q26CFMF · pith_short_16: Z72L7Q26CFMFALOE · pith_short_8: Z72L7Q26

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/Z72L7Q26CFMFALOEWHNQ7LATTZ \
  | 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: cff4bfc35e1158502dc4b1db0fac139e72b84b78333fcd34c1b22a5d1c53fa5b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6a978c20fe9d513216d9b9f53629c064dcdbd293c8a34a1b95509589d465e2e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-09-28T13:08:08Z",
    "title_canon_sha256": "48400a67b9533e563bc31c36351359ca4f23a8155c2ec67deaaa87a87abac7c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.16414",
    "kind": "arxiv",
    "version": 3
  }
}