Pith Number

pith:S4NFIW43

pith:2019:S4NFIW43KXUS2ORFG2AIRWMFDU

not attested not anchored not stored refs pending

Asynchronous Federated Learning with Differential Privacy for Edge Intelligence

Cong Zhao, Shusen Yang, Xuebin Ren, Yanan Li

arxiv:1912.07902 v1 · 2019-12-17 · cs.LG · math.OC · 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{S4NFIW43KXUS2ORFG2AIRWMFDU}

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

Dyn-D$^2$P: Dynamic Differentially Private Decentralized Learning with Provable Utility Guarantee

Receipt and verification

First computed	2026-07-05T00:26:47.749059Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

971a545b9b55e92d3a25368088d9851d24d8b1ba5567304b501d8e384676131b

Aliases

arxiv: 1912.07902 · arxiv_version: 1912.07902v1 · doi: 10.48550/arxiv.1912.07902 · pith_short_12: S4NFIW43KXUS · pith_short_16: S4NFIW43KXUS2ORF · pith_short_8: S4NFIW43

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/S4NFIW43KXUS2ORFG2AIRWMFDU \
  | 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: 971a545b9b55e92d3a25368088d9851d24d8b1ba5567304b501d8e384676131b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e5691ea39fb27177de5b2c5c5bc54cb586cf146b60290980cd1f41a6c19ee2a",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-17T09:49:38Z",
    "title_canon_sha256": "38ce955ed258690a01e713b9cca91df17e28c0435a5294d8928c5e793c94821f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.07902",
    "kind": "arxiv",
    "version": 1
  }
}