Pith Number

pith:KLOO255C

pith:2018:KLOO255CENJD7TRY6OTHE3K5KV

not attested not anchored not stored refs pending

Federated Optimization in Heterogeneous Networks

Ameet Talwalkar, Anit Kumar Sahu, Manzil Zaheer, Maziar Sanjabi, Tian Li, Virginia Smith

arxiv:1812.06127 v5 · 2018-12-14 · cs.LG · 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{KLOO255CENJD7TRY6OTHE3K5KV}

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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

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Choose Wisely and Privately: Proactive Client Selection for Fair and Efficient Federated Learning

Receipt and verification

First computed	2026-07-05T00:57:22.075477Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52dced77a223523fce38f3a6726d5d554c31067df9e54b4a41e43d4b5b224948

Aliases

arxiv: 1812.06127 · arxiv_version: 1812.06127v5 · doi: 10.48550/arxiv.1812.06127 · pith_short_12: KLOO255CENJD · pith_short_16: KLOO255CENJD7TRY · pith_short_8: KLOO255C

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/KLOO255CENJD7TRY6OTHE3K5KV \
  | 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: 52dced77a223523fce38f3a6726d5d554c31067df9e54b4a41e43d4b5b224948

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aaa3a54a758504255a299a809e566396d5695d8a4b445b2aa2a9b9ea7988aa60",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-14T19:28:29Z",
    "title_canon_sha256": "9a1ccb5783b3ed59666d428f593cc1bac74ddcf64e0470a0ec3b31aca13c9418"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.06127",
    "kind": "arxiv",
    "version": 5
  }
}