Pith Number

pith:JSSPA56V

pith:2025:JSSPA56VPINEOFIPKS5KNAGC6Q

not attested not anchored not stored refs pending

Adaptive Client Selection in Federated Learning: A Network Anomaly Detection Use Case

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

arxiv:2501.15038 v1 · 2025-01-25 · 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{JSSPA56VPINEOFIPKS5KNAGC6Q}

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

A Survey on Foundation Models for Personalized Federated Intelligence

Receipt and verification

First computed	2026-07-05T10:05:22.475811Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4ca4f077d57a1a47150f54baa680c2f4157f6d50b65b3217eeb0d9c55da36e5b

Aliases

arxiv: 2501.15038 · arxiv_version: 2501.15038v1 · doi: 10.48550/arxiv.2501.15038 · pith_short_12: JSSPA56VPINE · pith_short_16: JSSPA56VPINEOFIP · pith_short_8: JSSPA56V

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/JSSPA56VPINEOFIPKS5KNAGC6Q \
  | 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: 4ca4f077d57a1a47150f54baa680c2f4157f6d50b65b3217eeb0d9c55da36e5b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f5d412c290aaa450db77cdfb7dfdaaf86611259aa4f22907685af391f1cd0cd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-25T02:50:46Z",
    "title_canon_sha256": "16435faf62313d720ebc23ba3aeb17d3704debeaed9f1cce68ac32de523e4dfa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15038",
    "kind": "arxiv",
    "version": 1
  }
}