Pith Number

pith:CDFD5Z6W

pith:2026:CDFD5Z6WAQMQIZNJ5PPCLUXD26

not attested not anchored not stored refs pending

Federated Learning for Multivariate Time Series Anomaly Detection in Industrial Automation

Khayyam Nosrati, Martin Uray, Olaf Sassnick, Saverio Messineo, Stefan Huber

arxiv:2605.27486 v1 · 2026-05-26 · 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{CDFD5Z6WAQMQIZNJ5PPCLUXD26}

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	2026-05-28T00:05:20.726214Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10ca3ee7d604190465a9ebde25d2e3d79bbce0f55897878035c1f03d8ccd2035

Aliases

arxiv: 2605.27486 · arxiv_version: 2605.27486v1 · doi: 10.48550/arxiv.2605.27486 · pith_short_12: CDFD5Z6WAQMQ · pith_short_16: CDFD5Z6WAQMQIZNJ · pith_short_8: CDFD5Z6W

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/CDFD5Z6WAQMQIZNJ5PPCLUXD26 \
  | 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: 10ca3ee7d604190465a9ebde25d2e3d79bbce0f55897878035c1f03d8ccd2035

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b7174e94dd574c186373a7b12b283aff3aef9d511aad1ef31bf4d6d37fd165b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-26T15:00:31Z",
    "title_canon_sha256": "f974814c959def3c7b6483bb24a29584998316dd787d011ad7a70f0b67c73236"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.27486",
    "kind": "arxiv",
    "version": 1
  }
}