Pith Number

pith:QYKY5CUC

pith:2024:QYKY5CUCDUOAZ2NVIUZRM4GJBZ

not attested not anchored not stored refs pending

VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images

Abhilash Neog, Anuj Karpatne, Arka Daw, Bahadir Altintas, Charles Stewart, Elizabeth G. Campolongo, Harish Babu Manogaran, Henry L. Bart, Hilmar Lapp, James P. Balhoff, Josef C. Uyeda, Kazi Sajeed Mehrab, Matthew J. Thompson, Medha Sawhney, M. Maruf, Mridul Khurana, Paula M. Mabee, Tanya Berger-Wolf, Wasila Dahdul, Wei-Lun Chao, Yasin Bakis, Yu Su

arxiv:2408.16176 v1 · 2024-08-28 · 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{QYKY5CUCDUOAZ2NVIUZRM4GJBZ}

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	2026-07-05T09:00:27.125490Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86158e8a821d1c0ce9b545331670c90e4c562e972116f52859fd44fa33962557

Aliases

arxiv: 2408.16176 · arxiv_version: 2408.16176v1 · doi: 10.48550/arxiv.2408.16176 · pith_short_12: QYKY5CUCDUOA · pith_short_16: QYKY5CUCDUOAZ2NV · pith_short_8: QYKY5CUC

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/QYKY5CUCDUOAZ2NVIUZRM4GJBZ \
  | 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: 86158e8a821d1c0ce9b545331670c90e4c562e972116f52859fd44fa33962557

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21cd3acbb128848330f5608c7e86a6063fc621613222f060b638920556e64994",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-08-28T23:53:57Z",
    "title_canon_sha256": "d8930851e2515470f347f2c4194bb742e4af88eafc6e8142d0796040aa28da2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.16176",
    "kind": "arxiv",
    "version": 1
  }
}