Pith Number

pith:WWXFZ2K6

pith:2024:WWXFZ2K636GLZ6BAX53JP45ZFD

not attested not anchored not stored refs pending

FedMSE: Semi-supervised federated learning approach for IoT network intrusion detection

Razvan Beuran, Van Tuan Nguyen

arxiv:2410.14121 v2 · 2024-10-18 · 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{WWXFZ2K636GLZ6BAX53JP45ZFD}

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.

Cited by

1 paper in Pith

Bayesian Federated Learning for Continual Training

Receipt and verification

First computed	2026-07-05T10:43:40.294014Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5ae5ce95edf8cbcf820bf7697f3b928f0ffaf1bc95a57ca038fac851cef022a

Aliases

arxiv: 2410.14121 · arxiv_version: 2410.14121v2 · doi: 10.48550/arxiv.2410.14121 · pith_short_12: WWXFZ2K636GL · pith_short_16: WWXFZ2K636GLZ6BA · pith_short_8: WWXFZ2K6

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/WWXFZ2K636GLZ6BAX53JP45ZFD \
  | 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: b5ae5ce95edf8cbcf820bf7697f3b928f0ffaf1bc95a57ca038fac851cef022a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3a9ce3c0853c30dfdafb33e38dae0f8d328948f1b58eb7620dbfe7b4c10b4ad",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-18T02:23:57Z",
    "title_canon_sha256": "1aa6a6e2228c3530902be9243dcf1a941020df8ef3e256c53bee8356b76fdf39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.14121",
    "kind": "arxiv",
    "version": 2
  }
}