Pith Number

pith:45NYFH6H

pith:2025:45NYFH6H3XAEP2AE7ZMTGWX7MQ

not attested not anchored not stored refs pending

Noise is an Efficient Learner for Zero-Shot Vision-Language Models

Asif Hanif, Jian Zhang, Khaled Waleed Dawoud, Mohammad Yaqub, Raza Imam, Yova Kementchedjhieva

arxiv:2502.06019 v1 · 2025-02-09 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{45NYFH6H3XAEP2AE7ZMTGWX7MQ}

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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

Adapting Vision-Language Models Without Labels: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T10:11:46.489911Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e75b829fc7ddc047e804fe59335aff6408b6ab2e3ba1987bd7d8afcc65796750

Aliases

arxiv: 2502.06019 · arxiv_version: 2502.06019v1 · doi: 10.48550/arxiv.2502.06019 · pith_short_12: 45NYFH6H3XAE · pith_short_16: 45NYFH6H3XAEP2AE · pith_short_8: 45NYFH6H

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/45NYFH6H3XAEP2AE7ZMTGWX7MQ \
  | 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: e75b829fc7ddc047e804fe59335aff6408b6ab2e3ba1987bd7d8afcc65796750

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b51097201908d8aade6452923c8e16a4102635e2cc8155c1ea116a86dd367871",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-09T20:25:42Z",
    "title_canon_sha256": "2063561a17354700b7582e8d83935bea4e62deef1e20b934376bd3d5d5f0dfb9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06019",
    "kind": "arxiv",
    "version": 1
  }
}