Pith. sign in
Pith Number

pith:CKNLS4RM

pith:2025:CKNLS4RMLILX33ITRVBB33Y5W7
not attested not anchored not stored refs pending

Federated Learning with Reservoir State Analysis for Time Series Anomaly Detection

Gouhei Tanaka, Hiroto Tamura, Keigo Nogami

arxiv:2502.05679 v2 · 2025-02-08 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CKNLS4RMLILX33ITRVBB33Y5W7}

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 2026-07-05T10:14:08.620243Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

129ab9722c5a177ded138d421def1db7ffebb907577cea71a799329a5f3fd696

Aliases

arxiv: 2502.05679 · arxiv_version: 2502.05679v2 · doi: 10.48550/arxiv.2502.05679 · pith_short_12: CKNLS4RMLILX · pith_short_16: CKNLS4RMLILX33IT · pith_short_8: CKNLS4RM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CKNLS4RMLILX33ITRVBB33Y5W7 \
  | 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: 129ab9722c5a177ded138d421def1db7ffebb907577cea71a799329a5f3fd696
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b261f0bafddae563f8f0d9a55c843af12fc523e90e9f068b7fed6f1f678a8a02",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-08T20:00:23Z",
    "title_canon_sha256": "5b729c14dc5afa5afd0a21d46efe01035b842aa4310a45f733cccef8b1a5c42b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05679",
    "kind": "arxiv",
    "version": 2
  }
}