Pith Number

pith:SNPRZNCH

pith:2018:SNPRZNCHTFNQS4MTONTUH4MY3B

not attested not anchored not stored refs pending

Adaptive Federated Learning in Resource Constrained Edge Computing Systems

Christian Makaya, Kevin Chan, Kin K. Leung, Shiqiang Wang, Theodoros Salonidis, Tiffany Tuor, Ting He

arxiv:1804.05271 v3 · 2018-04-14 · cs.DC · cs.LG · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SNPRZNCHTFNQS4MTONTUH4MY3B}

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	2026-05-17T23:53:51.460629Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

935f1cb447995b097193736743f198d850b882f9adaf3d9bcd80a827931526e5

Aliases

arxiv: 1804.05271 · arxiv_version: 1804.05271v3 · doi: 10.48550/arxiv.1804.05271 · pith_short_12: SNPRZNCHTFNQ · pith_short_16: SNPRZNCHTFNQS4MT · pith_short_8: SNPRZNCH

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/SNPRZNCHTFNQS4MTONTUH4MY3B \
  | 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: 935f1cb447995b097193736743f198d850b882f9adaf3d9bcd80a827931526e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b385321308525d0df6c032645f530d2d0451a414cb91e0c1286319dcc6219984",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2018-04-14T20:21:48Z",
    "title_canon_sha256": "c145af0cc89903171334b1b4ed8911d1e3a43289870efecf4d52d3ee38c22220"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1804.05271",
    "kind": "arxiv",
    "version": 3
  }
}