Pith Number

pith:M25IYA4O

pith:2025:M25IYA4OTBGIVG64KR3WQUXVVO

not attested not anchored not stored refs pending

Visual Species Recognition with Large Multimodal Models as Post-Hoc Correctors

Anwesha Basu, James Caverlee, Shu Kong, Tian Liu

arxiv:2512.15748 v2 · 2025-12-10 · cs.LG · 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{M25IYA4OTBGIVG64KR3WQUXVVO}

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	2026-07-15T01:20:52.283636Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

66ba8c038e984c8a9bdc54776852f5ab9ab6add3a94bfc8c5aa3443e1e263f57

Aliases

arxiv: 2512.15748 · arxiv_version: 2512.15748v2 · doi: 10.48550/arxiv.2512.15748 · pith_short_12: M25IYA4OTBGI · pith_short_16: M25IYA4OTBGIVG64 · pith_short_8: M25IYA4O

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/M25IYA4OTBGIVG64KR3WQUXVVO \
  | 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: 66ba8c038e984c8a9bdc54776852f5ab9ab6add3a94bfc8c5aa3443e1e263f57

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ab9f19b54bd9c3901d4adabd5a9cc0d0821705ccb6c772224cfe1894f320e5b",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-10T21:30:48Z",
    "title_canon_sha256": "6592a2bfa42bf672064f4134ae48c809dfdba611703287b0c0d823374b94075f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.15748",
    "kind": "arxiv",
    "version": 2
  }
}