Pith Number

pith:N4Q3RHA2

pith:2024:N4Q3RHA24JGRSZ26XD4N27HR53

not attested not anchored not stored refs pending

Perception of Visual Content: Differences Between Humans and Foundation Models

Gianluca Demartini, Nardiena A. Pratama, Shaoyang Fan

arxiv:2411.18968 v3 · 2024-11-28 · 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{N4Q3RHA24JGRSZ26XD4N27HR53}

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	2026-07-05T10:54:39.891815Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f21b89c1ae24d19675eb8f8dd7cf1eee4ab282e324d81a974a9057dc95415df

Aliases

arxiv: 2411.18968 · arxiv_version: 2411.18968v3 · doi: 10.48550/arxiv.2411.18968 · pith_short_12: N4Q3RHA24JGR · pith_short_16: N4Q3RHA24JGRSZ26 · pith_short_8: N4Q3RHA2

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/N4Q3RHA24JGRSZ26XD4N27HR53 \
  | 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: 6f21b89c1ae24d19675eb8f8dd7cf1eee4ab282e324d81a974a9057dc95415df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "398e731eaa7f18ccec7b265d0c4bc455138f36e0df429938befcc950f40714ca",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-28T07:37:04Z",
    "title_canon_sha256": "48be3af0b345b0525b6c4a4a2b70816908c0b5fdd84c9fc3a36de5f1ebddccdc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.18968",
    "kind": "arxiv",
    "version": 3
  }
}