Pith Number

pith:FFCLBY55

pith:2025:FFCLBY55FTCRLZODP6WTKFZTZB

not attested not anchored not stored refs pending

Energy-Efficient Federated Learning with Relay-Assisted Aggregation in IIoT Networks

Gilberto Berardinelli, Hamid Reza Hashempour, Hien Quoc Ngo, Jie Zhang, Mostafa Nozari, Shashi Raj Pandey, Yanjiao Li

arxiv:2512.09827 v2 · 2025-12-10 · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FFCLBY55FTCRLZODP6WTKFZTZB}

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	2026-05-25T02:01:10.674982Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2944b0e3bd2cc515e5c37fad351733c8532e5a214daa37186a7a8d635ce51752

Aliases

arxiv: 2512.09827 · arxiv_version: 2512.09827v2 · doi: 10.48550/arxiv.2512.09827 · pith_short_12: FFCLBY55FTCR · pith_short_16: FFCLBY55FTCRLZOD · pith_short_8: FFCLBY55

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/FFCLBY55FTCRLZODP6WTKFZTZB \
  | 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: 2944b0e3bd2cc515e5c37fad351733c8532e5a214daa37186a7a8d635ce51752

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94b11d80a393965abda6192e63260ead7320c3e83cd69a15a1fdc8d9524ee3a0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2025-12-10T17:04:40Z",
    "title_canon_sha256": "124bdd1a5244ff709ab652f687145ee01993cf47ec3324b0a6fa082513636de8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.09827",
    "kind": "arxiv",
    "version": 2
  }
}