Pith Number

pith:KEYY4AYQ

pith:2025:KEYY4AYQYQT5GA2AY7XJGRINT6

not attested not anchored not stored refs pending

Federated Learning for Efficient Condition Monitoring and Anomaly Detection in Industrial Cyber-Physical Systems

Deepak K. Tosh, Shirley V. Moore, William Marfo

arxiv:2501.16666 v1 · 2025-01-28 · 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{KEYY4AYQYQT5GA2AY7XJGRINT6}

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	2026-07-05T10:06:16.642246Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51318e0310c427d30340c7ee93450d9fa58d150cbb3f7c8212c89d4a271316c9

Aliases

arxiv: 2501.16666 · arxiv_version: 2501.16666v1 · doi: 10.48550/arxiv.2501.16666 · pith_short_12: KEYY4AYQYQT5 · pith_short_16: KEYY4AYQYQT5GA2A · pith_short_8: KEYY4AYQ

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/KEYY4AYQYQT5GA2AY7XJGRINT6 \
  | 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: 51318e0310c427d30340c7ee93450d9fa58d150cbb3f7c8212c89d4a271316c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2060b3f7ea05bcdbfa592b6066a0c2f1d1709ceb6339b2ec5b608b059c8cc77f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-28T03:04:47Z",
    "title_canon_sha256": "92d58946a6d48238312beb5b21dcb4acfb992255bf3d7b599c9ab6a969e9f548"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16666",
    "kind": "arxiv",
    "version": 1
  }
}