Pith. sign in
Pith Number

pith:FRSWWE7G

pith:2024:FRSWWE7GZTHZNB4DZHTOIY5WCS
not attested not anchored not stored refs pending

Improved Zero-Shot Classification by Adapting VLMs with Text Descriptions

Grant Van Horn, Oindrila Saha, Subhransu Maji

arxiv:2401.02460 v2 · 2024-01-04 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FRSWWE7GZTHZNB4DZHTOIY5WCS}

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

2 papers in Pith

Receipt and verification
First computed 2026-07-05T08:04:17.305255Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2c656b13e6cccf968783c9e6e463b614994fb8442b2c3788ed75a73921a3d56c

Aliases

arxiv: 2401.02460 · arxiv_version: 2401.02460v2 · doi: 10.48550/arxiv.2401.02460 · pith_short_12: FRSWWE7GZTHZ · pith_short_16: FRSWWE7GZTHZNB4D · pith_short_8: FRSWWE7G
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FRSWWE7GZTHZNB4DZHTOIY5WCS \
  | 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: 2c656b13e6cccf968783c9e6e463b614994fb8442b2c3788ed75a73921a3d56c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ac9a56833ddcfb75aebc82342fee19a9531cd019fae09dbe9e074645e82b33c5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-01-04T08:39:13Z",
    "title_canon_sha256": "6a77b13add1698520ca1709ecd3765af59e8e5a7250f3060bade44cb112568e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.02460",
    "kind": "arxiv",
    "version": 2
  }
}