Pith Number

pith:5JXSECKR

pith:2019:5JXSECKRYDSIQSUI7EK7P7VQ7O

not attested not anchored not stored refs pending

Incentive Design for Efficient Federated Learning in Mobile Networks: A Contract Theory Approach

Dong In Kim, Dusit Niyato, Han Yu, Jiawen Kang, Ying-Chang Liang, Zehui Xiong

arxiv:1905.07479 v2 · 2019-05-16 · cs.LG · cs.GT · 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{5JXSECKRYDSIQSUI7EK7P7VQ7O}

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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

Federated Learning: Challenges, Methods, and Future Directions

Receipt and verification

First computed	2026-07-05T00:14:31.808412Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea6f220951c0e4884a88f915f7feb0fb9dcad9565fe101a3e5ae2fb209a73ddc

Aliases

arxiv: 1905.07479 · arxiv_version: 1905.07479v2 · doi: 10.48550/arxiv.1905.07479 · pith_short_12: 5JXSECKRYDSI · pith_short_16: 5JXSECKRYDSIQSUI · pith_short_8: 5JXSECKR

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/5JXSECKRYDSIQSUI7EK7P7VQ7O \
  | 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: ea6f220951c0e4884a88f915f7feb0fb9dcad9565fe101a3e5ae2fb209a73ddc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d33fc94d6842338515681abf41d9bdefd09dd86f10ff60d9433f20e5ea8a3e85",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-16T10:50:19Z",
    "title_canon_sha256": "d1b2c9e9331488a99a2484a351c2fe4eae7db4319e31f173ac39a655fdef6912"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.07479",
    "kind": "arxiv",
    "version": 2
  }
}