Pith Number

pith:CVVYJATE

pith:2024:CVVYJATEYKKOT6HC5NNVCNYOFM

not attested not anchored not stored refs pending

Learning Visual Composition through Improved Semantic Guidance

Abhijit Ogale, Austin Stone, Bingyi Cao, Hagen Soltau, Jonathon Shlens, Kaifeng Chen, Robert Geirhos, Xi Yi, Ye Xia

arxiv:2412.15396 v2 · 2024-12-19 · cs.CV · cs.AI · cs.CL · cs.IR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CVVYJATEYKKOT6HC5NNVCNYOFM}

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	2026-07-05T10:44:21.025522Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

156b848264c294e9f8e2eb5b51370e2b17ede9bfa86567bc6fdc83208f555fb7

Aliases

arxiv: 2412.15396 · arxiv_version: 2412.15396v2 · doi: 10.48550/arxiv.2412.15396 · pith_short_12: CVVYJATEYKKO · pith_short_16: CVVYJATEYKKOT6HC · pith_short_8: CVVYJATE

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/CVVYJATEYKKOT6HC5NNVCNYOFM \
  | 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: 156b848264c294e9f8e2eb5b51370e2b17ede9bfa86567bc6fdc83208f555fb7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f15a9ace5618d830fd2d4792dbcdcb9f85545366b92342e2f733e1c6cae3948",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-19T20:58:26Z",
    "title_canon_sha256": "95b15bd72345de541994cace0723310b55e79acefde2cfa9a823418e7fa75e51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15396",
    "kind": "arxiv",
    "version": 2
  }
}