Pith Number

pith:7ABO5POD

pith:2025:7ABO5POD6VRUKFXGTUMDDXIT7L

not attested not anchored not stored refs pending

Enhancing Zero-Shot Image Recognition in Vision-Language Models through Human-like Concept Guidance

Haoliang Li, Hui Liu, Jie Liu, Kecheng Chen, Peisong He, Tiexin Qin, Wenya Wang, Xinghao Jiang, Yibing Liu

arxiv:2503.15886 v2 · 2025-03-20 · cs.CV · 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{7ABO5POD6VRUKFXGTUMDDXIT7L}

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.

Receipt and verification

First computed	2026-07-05T10:36:39.939368Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f802eebdc3f5634516e69d1831dd13fac68534414b79a60b61163c95781da849

Aliases

arxiv: 2503.15886 · arxiv_version: 2503.15886v2 · doi: 10.48550/arxiv.2503.15886 · pith_short_12: 7ABO5POD6VRU · pith_short_16: 7ABO5POD6VRUKFXG · pith_short_8: 7ABO5POD

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/7ABO5POD6VRUKFXGTUMDDXIT7L \
  | 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: f802eebdc3f5634516e69d1831dd13fac68534414b79a60b61163c95781da849

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97e928829fc3b6099261e7ad3ef6156b09e513d21679f9c33eea0f803db1dc68",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-20T06:20:13Z",
    "title_canon_sha256": "eea00cfaa55c89dd99eac7d33be2634cddff649f3b20c14ed51b2718eed388b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.15886",
    "kind": "arxiv",
    "version": 2
  }
}