Pith Number

pith:YKKTOFFL

pith:2022:YKKTOFFL2ICM66EQ2LRGXMPEQY

not attested not anchored not stored refs pending

Transformer-based normative modelling for anomaly detection of early schizophrenia

Emily JH Jones, Jessica Dafflon, Jo\~ao Ricardo Sato, M. Jorge Cardoso, Pedro F Da Costa, Robert Leech, Sergio Leonardo Mendes, Walter H.L. Pinaya

arxiv:2212.04984 v1 · 2022-12-08 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YKKTOFFL2ICM66EQ2LRGXMPEQY}

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	2026-07-05T05:23:54.676692Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c2953714abd204cf7890d2e26bb1e4862b6e3e2839ef2b8ff8ef969b84cf7d2b

Aliases

arxiv: 2212.04984 · arxiv_version: 2212.04984v1 · doi: 10.48550/arxiv.2212.04984 · pith_short_12: YKKTOFFL2ICM · pith_short_16: YKKTOFFL2ICM66EQ · pith_short_8: YKKTOFFL

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/YKKTOFFL2ICM66EQ2LRGXMPEQY \
  | 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: c2953714abd204cf7890d2e26bb1e4862b6e3e2839ef2b8ff8ef969b84cf7d2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "deeeda1b8f950f81e3e31ae4c5691798cb5327006e651e6ee87d2261731642e9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-08T18:22:36Z",
    "title_canon_sha256": "a618361b0cd126decd592fabbca40761513d9d66f5c0d5fa5d006e04e5e8c5b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.04984",
    "kind": "arxiv",
    "version": 1
  }
}