Pith Number

pith:46LRI47L

pith:2023:46LRI47LLM5LT6HZZFVLMIBWWU

not attested not anchored not stored refs pending

Network Anomaly Detection Using Federated Learning

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

arxiv:2303.07452 v1 · 2023-03-13 · 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{46LRI47LLM5LT6HZZFVLMIBWWU}

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	2026-07-05T05:51:06.175273Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7971473eb5b3ab9f8f9c96ab62036b5358a5fa72d9c4c4b332ef321d34a31ad

Aliases

arxiv: 2303.07452 · arxiv_version: 2303.07452v1 · doi: 10.48550/arxiv.2303.07452 · pith_short_12: 46LRI47LLM5L · pith_short_16: 46LRI47LLM5LT6HZ · pith_short_8: 46LRI47L

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/46LRI47LLM5LT6HZZFVLMIBWWU \
  | 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: e7971473eb5b3ab9f8f9c96ab62036b5358a5fa72d9c4c4b332ef321d34a31ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b3eb71bd57a9468c4c261b7df805ab9d9baa964bf31be7cf1dc448835f2f8c57",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-13T20:16:30Z",
    "title_canon_sha256": "ede44bb3d146e8b5bd25a34add50b9a23ba35bd71112fcffb264d4f1a32918be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.07452",
    "kind": "arxiv",
    "version": 1
  }
}