Pith Number

pith:B5TBWE4F

pith:2025:B5TBWE4FBPBPMTRLPDN3QTAYHL

not attested not anchored not stored refs pending

Towards a Distributed Federated Learning Aggregation Placement using Particle Swarm Intelligence

Amir Ali-Pour, julien gascon-samson, Laya Samizadeh, Sadra Bekrani

arxiv:2504.16227 v1 · 2025-04-22 · cs.DC · cs.LG · cs.NE · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B5TBWE4FBPBPMTRLPDN3QTAYHL}

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	2026-07-05T10:52:43.520674Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f661b13850bc2f64e2b78dbb84c183acc15751d84e8b97329784ca558e946d0

Aliases

arxiv: 2504.16227 · arxiv_version: 2504.16227v1 · doi: 10.48550/arxiv.2504.16227 · pith_short_12: B5TBWE4FBPBP · pith_short_16: B5TBWE4FBPBPMTRL · pith_short_8: B5TBWE4F

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/B5TBWE4FBPBPMTRLPDN3QTAYHL \
  | 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: 0f661b13850bc2f64e2b78dbb84c183acc15751d84e8b97329784ca558e946d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb9941ff65d7a59357e4bf64363c5f6804917b0df933a695b762359966f04f1b",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-04-22T19:41:43Z",
    "title_canon_sha256": "b3048f0c4bd9a2c5766a7c8f897e52a530396986d764dfb3966651667c26f7db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.16227",
    "kind": "arxiv",
    "version": 1
  }
}