Pith Number

pith:ZHIZXJYJ

pith:2023:ZHIZXJYJKX3GBJMVFSCX3WOWQD

not attested not anchored not stored refs pending

Test-Time Distribution Normalization for Contrastively Learned Vision-language Models

Fengyu Li, Juntao Ren, Ramin Zabih, Ser-Nam Lim, Yifei Zhou

arxiv:2302.11084 v2 · 2023-02-22 · cs.LG · cs.CL · cs.CV

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

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\usepackage{pith}
\pithnumber{ZHIZXJYJKX3GBJMVFSCX3WOWQD}

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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

Efficient and Context-Aware Label Propagation for Zero-/Few-Shot Training-Free Adaptation of Vision-Language Model

Receipt and verification

First computed	2026-07-05T07:02:27.452226Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9d19ba70955f660a5952c857dd9d680f8cd22642f5f2fee080439a6f4295e73

Aliases

arxiv: 2302.11084 · arxiv_version: 2302.11084v2 · doi: 10.48550/arxiv.2302.11084 · pith_short_12: ZHIZXJYJKX3G · pith_short_16: ZHIZXJYJKX3GBJMV · pith_short_8: ZHIZXJYJ

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/ZHIZXJYJKX3GBJMVFSCX3WOWQD \
  | 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: c9d19ba70955f660a5952c857dd9d680f8cd22642f5f2fee080439a6f4295e73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e38be1922eb2e2bd3857c9439f0a216ca2c242b6d3def2f5ac015cbdb5ee335c",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-22T01:14:30Z",
    "title_canon_sha256": "c34e76bca8428941ee865f9b592cb810120abd28e17c6702e5af5d0dea984060"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.11084",
    "kind": "arxiv",
    "version": 2
  }
}