Pith Number

pith:U6I4LSYA

pith:2019:U6I4LSYA5YJNFDRITCZXOWROU4

not attested not anchored not stored refs pending

One-Shot Federated Learning

Ameet Talwalkar, Neel Guha, Virginia Smith

arxiv:1902.11175 v2 · 2019-02-28 · 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{U6I4LSYA5YJNFDRITCZXOWROU4}

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

5 papers in Pith

Knowledge Distillation in Federated Learning: a Survey on Long Lasting Challenges and New Solutions

FedBiCross: Personalized One-Shot Federated Learning on Medical Images

Robust Server Defense Against Unreliable Clients in One-Shot Fair Collaborative Machine Learning

Provable Sparse Inversion and Token Relabel Enhanced One-shot Federated Learning with ViTs

Enabling Federated Inference via Unsupervised Consensus Embedding

Receipt and verification

First computed	2026-05-17T23:51:56.984277Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a791c5cb00ee12d28e2898b3775a2ea712a29af41f0edc6d854cc400b64255cd

Aliases

arxiv: 1902.11175 · arxiv_version: 1902.11175v2 · doi: 10.48550/arxiv.1902.11175 · pith_short_12: U6I4LSYA5YJN · pith_short_16: U6I4LSYA5YJNFDRI · pith_short_8: U6I4LSYA

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/U6I4LSYA5YJNFDRITCZXOWROU4 \
  | 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: a791c5cb00ee12d28e2898b3775a2ea712a29af41f0edc6d854cc400b64255cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ba4491f45b2918780ca4a3ed20d366b8c5fc2f49ac6b9ca454c37012d33594a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-28T15:55:18Z",
    "title_canon_sha256": "6d2158daf42f7c3575d5b27e64dfbccad1f8d0024cab55616edb5fe56fa282d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.11175",
    "kind": "arxiv",
    "version": 2
  }
}