Pith Number

pith:W63OAPRX

pith:2019:W63OAPRXLM4MTCTQI2NIHRWOTD

not attested not anchored not stored refs pending

Generative Models for Effective ML on Private, Decentralized Datasets

Blaise Aguera y Arcas, Daniel Ramage, H. Brendan McMahan, Mingqing Chen, Peter Kairouz, Rajiv Mathews, Sean Augenstein, Swaroop Ramaswamy

arxiv:1911.06679 v2 · 2019-11-15 · 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{W63OAPRXLM4MTCTQI2NIHRWOTD}

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.

Cited by

1 paper in Pith

A Survey of Personalized Federated Foundation Models for Privacy-Preserving Recommendation

Receipt and verification

First computed	2026-07-05T00:38:34.822987Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7b6e03e375b38c98a70469a83c6ce98fd0e1406f4bce94a3774a4f992183117

Aliases

arxiv: 1911.06679 · arxiv_version: 1911.06679v2 · doi: 10.48550/arxiv.1911.06679 · pith_short_12: W63OAPRXLM4M · pith_short_16: W63OAPRXLM4MTCTQ · pith_short_8: W63OAPRX

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/W63OAPRXLM4MTCTQI2NIHRWOTD \
  | 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: b7b6e03e375b38c98a70469a83c6ce98fd0e1406f4bce94a3774a4f992183117

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76ca9b61a0187ad205e4c6ce09da261c8e9f79d6a7fea6a2eba9a15bd51e5004",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-11-15T14:56:44Z",
    "title_canon_sha256": "d7eb4362db44a2361716c9d8a9733980439b8d8e383c3235240efcf3173ccc39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.06679",
    "kind": "arxiv",
    "version": 2
  }
}