Pith Number

pith:C53HEIVG

pith:2024:C53HEIVGXCEZJAHQ6ZPSEBKQKN

not attested not anchored not stored refs pending

Learning to Be a Transformer to Pinpoint Anomalies

Alex Costanzino, Giuseppe Lisanti, Luigi Di Stefano, Pierluigi Zama Ramirez

arxiv:2407.04092 v3 · 2024-07-04 · 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{C53HEIVGXCEZJAHQ6ZPSEBKQKN}

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	2026-07-05T11:27:19.327023Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

17767222a6b8899480f0f65f220550537c09a7b8c375c4961fbafb4d718e8117

Aliases

arxiv: 2407.04092 · arxiv_version: 2407.04092v3 · doi: 10.48550/arxiv.2407.04092 · pith_short_12: C53HEIVGXCEZ · pith_short_16: C53HEIVGXCEZJAHQ · pith_short_8: C53HEIVG

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/C53HEIVGXCEZJAHQ6ZPSEBKQKN \
  | 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: 17767222a6b8899480f0f65f220550537c09a7b8c375c4961fbafb4d718e8117

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac23a2d4bb8fa59f92323684d1f0d5bde6c13b38a89805e4ca41c05f1b5f6b49",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-07-04T17:59:26Z",
    "title_canon_sha256": "f5f8bda2c6fddd8d8ab789b00a2a24d985c7840211006187b73a7383b1907916"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.04092",
    "kind": "arxiv",
    "version": 3
  }
}