Pith Number

pith:VGZLWB45

pith:2019:VGZLWB457OX2AOR7TQ5WWASTJZ

not attested not anchored not stored refs pending

Federated Evaluation of On-device Personalization

Chlo\'e Kiddon, Daniel Ramage, Fran\c{c}oise Beaufays, Hubert Eichner, Kangkang Wang, Rajiv Mathews

arxiv:1910.10252 v1 · 2019-10-22 · 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{VGZLWB457OX2AOR7TQ5WWASTJZ}

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

FedRio: Personalized Federated Social Bot Detection via Cooperative Reinforced Contrastive Adversarial Distillation

Receipt and verification

First computed	2026-07-05T00:14:23.116650Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9b2bb079dfbafa03a3f9c3b6b02534e74b224ab26b0b23f9b48410420cba7aa

Aliases

arxiv: 1910.10252 · arxiv_version: 1910.10252v1 · doi: 10.48550/arxiv.1910.10252 · pith_short_12: VGZLWB457OX2 · pith_short_16: VGZLWB457OX2AOR7 · pith_short_8: VGZLWB45

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/VGZLWB457OX2AOR7TQ5WWASTJZ \
  | 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: a9b2bb079dfbafa03a3f9c3b6b02534e74b224ab26b0b23f9b48410420cba7aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdd3a9d6d9a695676099ba73e6806f56863bafd948053a6072e609607e4820ce",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-22T22:16:15Z",
    "title_canon_sha256": "293b91a9ba98956afde7abb265f5d5224dfff9068ee1ac4ab3cb7d152332580c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.10252",
    "kind": "arxiv",
    "version": 1
  }
}