Pith Number

pith:763KA24V

pith:2024:763KA24VTIQG2ZMQEVDTVPWWS5

not attested not anchored not stored refs pending

Visual Error Patterns in Multi-Modal AI: A Statistical Approach

Ching-Yi Wang

arxiv:2412.00083 v3 · 2024-11-27 · cs.LG · cs.AI · cs.CV · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{763KA24VTIQG2ZMQEVDTVPWWS5}

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	2026-07-05T09:45:16.781556Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ffb6a06b959a206d659025473abed6976a1b47e2b7c80734c4b2b7468b29a0dd

Aliases

arxiv: 2412.00083 · arxiv_version: 2412.00083v3 · doi: 10.48550/arxiv.2412.00083 · pith_short_12: 763KA24VTIQG · pith_short_16: 763KA24VTIQG2ZMQ · pith_short_8: 763KA24V

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/763KA24VTIQG2ZMQEVDTVPWWS5 \
  | 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: ffb6a06b959a206d659025473abed6976a1b47e2b7c80734c4b2b7468b29a0dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23978386f38fa0755b936c59876c862a1c098e97a5d9c202ef9fac8419f52595",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-27T01:20:08Z",
    "title_canon_sha256": "ae3eae7182e216d38a046e5cd2c01a3c0c30b198638bc4d17566523bfa692f78"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00083",
    "kind": "arxiv",
    "version": 3
  }
}