Pith Number

pith:EJD54PGF

pith:2025:EJD54PGFJFO2OWAC772M4CJ2NF

not attested not anchored not stored refs pending

Evidential Trust-Aware Model Personalization in Decentralized Federated Learning for Wearable IoT

Murtaza Rangwala, Rajkumar Buyya, Richard O. Sinnott

arxiv:2512.19131 v2 · 2025-12-22 · cs.DC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EJD54PGFJFO2OWAC772M4CJ2NF}

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

OpenCLAW-Nexus: A Self-Reinforcing Trust Framework for Byzantine-Resilient Decentralized Federated Learning

Receipt and verification

First computed	2026-05-22T01:03:52.711680Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2247de3cc5495da75802fff4ce093a694d0b5bd54ed0bfc8a3cc2753e58f9eaf

Aliases

arxiv: 2512.19131 · arxiv_version: 2512.19131v2 · doi: 10.48550/arxiv.2512.19131 · pith_short_12: EJD54PGFJFO2 · pith_short_16: EJD54PGFJFO2OWAC · pith_short_8: EJD54PGF

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/EJD54PGFJFO2OWAC772M4CJ2NF \
  | 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: 2247de3cc5495da75802fff4ce093a694d0b5bd54ed0bfc8a3cc2753e58f9eaf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "942fdd03401b6493d61f2360d8c8ba5f38fdec3ca78ccf5133435ddb50145c35",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-12-22T08:26:54Z",
    "title_canon_sha256": "e20dc8555aa8c58677ac5e26093e0fd06c6e19b0bbf6cf6e11e49537fc186e69"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.19131",
    "kind": "arxiv",
    "version": 2
  }
}