Pith Number

pith:3RZMMID6

pith:2024:3RZMMID6WLAAXMLIH3A7TBPEM6

not attested not anchored not stored refs pending

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

Adam Goodge, Kui Jia, Xun Xu, Yongyi Su, Yushu Li

arxiv:2412.18303 v2 · 2024-12-24 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3RZMMID6WLAAXMLIH3A7TBPEM6}

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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

Respect Your Zero-Shot Uncertainty: Conservative Calibration for Test-Time-Adapted Vision-Language Models

Receipt and verification

First computed	2026-07-05T10:21:52.191262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc72c6207eb2c00bb1683ec1f985e467971a3bf8ea461b997a921399068cf8cf

Aliases

arxiv: 2412.18303 · arxiv_version: 2412.18303v2 · doi: 10.48550/arxiv.2412.18303 · pith_short_12: 3RZMMID6WLAA · pith_short_16: 3RZMMID6WLAAXMLI · pith_short_8: 3RZMMID6

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/3RZMMID6WLAAXMLIH3A7TBPEM6 \
  | 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: dc72c6207eb2c00bb1683ec1f985e467971a3bf8ea461b997a921399068cf8cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "656c3d016817e915a4a259efd729b7890a78f5cf54034d05e963e917f2c558ab",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-24T09:15:00Z",
    "title_canon_sha256": "68b8cd2cdc3229a68ddf40a5fa2e1f09313fe0eb1fe4884125a50165f71cb51e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18303",
    "kind": "arxiv",
    "version": 2
  }
}