Pith Number

pith:KAVCFH2L

pith:2021:KAVCFH2LNGJRI5O2VXRWLJ3Q2L

not attested not anchored not stored refs pending

A Survey on Federated Learning and its Applications for Accelerating Industrial Internet of Things

Enrique Herrera-Viedma, Jiehan Zhou, Min Chen, Qinghua Lu, Shouhua Zhang, Susanna Pirttikangas, Weishan Zhang, Wenbin Dai, Xin Liu, Yang Shi

arxiv:2104.10501 v1 · 2021-04-21 · cs.DC · cs.AI · 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{KAVCFH2LNGJRI5O2VXRWLJ3Q2L}

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	2026-07-05T02:34:03.107483Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

502a229f4b69931475daade365a770d2c9f799664bb6527e495faa3718368a5c

Aliases

arxiv: 2104.10501 · arxiv_version: 2104.10501v1 · doi: 10.48550/arxiv.2104.10501 · pith_short_12: KAVCFH2LNGJR · pith_short_16: KAVCFH2LNGJRI5O2 · pith_short_8: KAVCFH2L

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/KAVCFH2LNGJRI5O2VXRWLJ3Q2L \
  | 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: 502a229f4b69931475daade365a770d2c9f799664bb6527e495faa3718368a5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "198af3a5dad8acbbc5059cab6fc23f36970e81ea934ef5a1aaf24c813da761c2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2021-04-21T12:40:11Z",
    "title_canon_sha256": "c04418e7e5017d9a4f3bce24b07ef378279b95b8a8994b8c34538979fc54661b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.10501",
    "kind": "arxiv",
    "version": 1
  }
}