Pith Number

pith:X2VRB5ED

pith:2024:X2VRB5ED22OOCS2CFCT23WQL2E

not attested not anchored not stored refs pending

Federated Learning framework for LoRaWAN-enabled IIoT communication: A case study

Andr\'e Rodrigues, Duarte Raposo, Fernando Boavida, Guilherme Borges, Jorge S\'a Silva, Oscar Torres Sanchez

arxiv:2410.11612 v1 · 2024-10-15 · cs.LG · cs.DC · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X2VRB5ED22OOCS2CFCT23WQL2E}

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	2026-07-05T09:20:56.593855Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

beab10f483d69ce14b4228a7adda0bd1062ed2eabd47a609ac653262d664983f

Aliases

arxiv: 2410.11612 · arxiv_version: 2410.11612v1 · doi: 10.48550/arxiv.2410.11612 · pith_short_12: X2VRB5ED22OO · pith_short_16: X2VRB5ED22OOCS2C · pith_short_8: X2VRB5ED

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/X2VRB5ED22OOCS2CFCT23WQL2E \
  | 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: beab10f483d69ce14b4228a7adda0bd1062ed2eabd47a609ac653262d664983f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cccfa0c9ff512f5236b78420e7eb1687574f4357c1fea53d0dec819fae6b96b5",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-15T13:48:04Z",
    "title_canon_sha256": "93bfa9867333d34d66bc1e9bb0f1bbce60428fe2336b43ff2202cec6613ca7d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11612",
    "kind": "arxiv",
    "version": 1
  }
}