Pith Number

pith:NJLB2RQD

pith:2025:NJLB2RQDFRJXUVKDM4VJIKVVIW

not attested not anchored not stored refs pending

Federated Koopman-Reservoir Learning for Large-Scale Multivariate Time-Series Anomaly Detection

Choong Seon Hong, Han Shu, Long Tan Le, Nguyen H. Tran, Suranga Seneviratne, Tung-Anh Nguyen

arxiv:2503.11255 v1 · 2025-03-14 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NJLB2RQDFRJXUVKDM4VJIKVVIW}

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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.

Cited by

1 paper in Pith

Quantum Reservoir Computing: Recent Advances and Future Directions

Receipt and verification

First computed	2026-07-05T10:31:15.534615Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a561d46032c537a5543672a942ab545ba3c11105b1498be358a60c21b03efdf

Aliases

arxiv: 2503.11255 · arxiv_version: 2503.11255v1 · doi: 10.48550/arxiv.2503.11255 · pith_short_12: NJLB2RQDFRJX · pith_short_16: NJLB2RQDFRJXUVKD · pith_short_8: NJLB2RQD

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/NJLB2RQDFRJXUVKDM4VJIKVVIW \
  | 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: 6a561d46032c537a5543672a942ab545ba3c11105b1498be358a60c21b03efdf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ad50f0cb692d532e6ff73b79156d9865d3de4a552ad205f419a8f7828f38933",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-14T10:06:52Z",
    "title_canon_sha256": "a3d3665317e689217045b46970d9c9a36c0497331669d1a26bb70093cc9b1ad2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.11255",
    "kind": "arxiv",
    "version": 1
  }
}