Pith Number

pith:7EUDJSSH

pith:2022:7EUDJSSHBEKF55TOGJMIJHFRUK

not attested not anchored not stored refs pending

ON-DEMAND-FL: A Dynamic and Efficient Multi-Criteria Federated Learning Client Deployment Scheme

Azzam Mourad, Hadi Otrok, Hani Sami, Jamal Bentahar, Mario Chahoud, Mohsen Guizani, Safa Otoum

arxiv:2211.02906 v1 · 2022-11-05 · cs.AI · cs.DC · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7EUDJSSHBEKF55TOGJMIJHFRUK}

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.

Receipt and verification

First computed	2026-07-05T05:13:42.105433Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f92834ca4709145ef66e3258849cb1a282c486c8eca743ef25cea452c24db278

Aliases

arxiv: 2211.02906 · arxiv_version: 2211.02906v1 · doi: 10.48550/arxiv.2211.02906 · pith_short_12: 7EUDJSSHBEKF · pith_short_16: 7EUDJSSHBEKF55TO · pith_short_8: 7EUDJSSH

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/7EUDJSSHBEKF55TOGJMIJHFRUK \
  | 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: f92834ca4709145ef66e3258849cb1a282c486c8eca743ef25cea452c24db278

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c8a093bd29920dc85b9cc8e5153396f61443ea80bf29e67959d756c72262186",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-11-05T13:41:19Z",
    "title_canon_sha256": "d00cd1f2c79373acd62500c5f024ca9c1115b88698de73018660ad914b575715"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.02906",
    "kind": "arxiv",
    "version": 1
  }
}