Pith Number

pith:GBAM3QTF

pith:2024:GBAM3QTFAYM5I7W5TJUEZ3JBGV

not attested not anchored not stored refs pending

Trust Driven On-Demand Scheme for Client Deployment in Federated Learning

Azzam Mourad, Hadi Otrok, Jamal Bentahar, Mario Chahoud, Mohsen Guizani

arxiv:2405.00395 v1 · 2024-05-01 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GBAM3QTFAYM5I7W5TJUEZ3JBGV}

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	2026-07-05T08:14:12.453064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3040cdc2650619d47edd9a684ced21355af3e1c5decb13fd02df96b37ec1c0dd

Aliases

arxiv: 2405.00395 · arxiv_version: 2405.00395v1 · doi: 10.48550/arxiv.2405.00395 · pith_short_12: GBAM3QTFAYM5 · pith_short_16: GBAM3QTFAYM5I7W5 · pith_short_8: GBAM3QTF

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/GBAM3QTFAYM5I7W5TJUEZ3JBGV \
  | 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: 3040cdc2650619d47edd9a684ced21355af3e1c5decb13fd02df96b37ec1c0dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a7e9e3c55dfd1a836f91b55640e3814d7c039044a7c1d9977e0082046dcb5817",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-05-01T08:50:08Z",
    "title_canon_sha256": "08a569efe3367d5bae3188ea29cd31caccc43991cb00eda82e7209642e6c92b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.00395",
    "kind": "arxiv",
    "version": 1
  }
}