Pith Number

pith:MYNNTNIK

pith:2024:MYNNTNIKGAQHOZHN52QNKZXGFA

not attested not anchored not stored refs pending

FedSTaS: Client Stratification and Client Level Sampling for Efficient Federated Learning

Dezheng Kong, Jordan Slessor, Linglong Kong, Xiaofen Tang, Zheng En Than

arxiv:2412.14226 v2 · 2024-12-18 · 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{MYNNTNIKGAQHOZHN52QNKZXGFA}

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

Evolution of Optimization Methods: Algorithms, Scenarios, and Evaluations

Receipt and verification

First computed	2026-07-05T09:55:15.204201Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

661ad9b50a30207764edeea0d566e6282fbff39386f17d2284a290334aceeca2

Aliases

arxiv: 2412.14226 · arxiv_version: 2412.14226v2 · doi: 10.48550/arxiv.2412.14226 · pith_short_12: MYNNTNIKGAQH · pith_short_16: MYNNTNIKGAQHOZHN · pith_short_8: MYNNTNIK

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/MYNNTNIKGAQHOZHN52QNKZXGFA \
  | 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: 661ad9b50a30207764edeea0d566e6282fbff39386f17d2284a290334aceeca2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b8164eae0b8366b50c84c2313c45459df79eb40e4a003e0529698d8c1ad26e3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-18T16:31:34Z",
    "title_canon_sha256": "5a1ba7f5f860a340ce2810ad4c2cd7753117af9fab6e09be9177241ddc5cee2b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14226",
    "kind": "arxiv",
    "version": 2
  }
}