Pith Number

pith:PV3XWPS3

pith:2025:PV3XWPS3YSKN5KBTBHOLP6B47J

not attested not anchored not stored refs pending

Integrating Personalized Federated Learning with Control Systems for Enhanced Performance

Alice Smith, Bob Johnson, Michael Geller

arxiv:2501.15728 v1 · 2025-01-27 · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PV3XWPS3YSKN5KBTBHOLP6B47J}

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	2026-07-05T10:05:49.683342Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d777b3e5bc494dea83309dcb7f83cfa4826466061a20414b1c7ed491cfc462e

Aliases

arxiv: 2501.15728 · arxiv_version: 2501.15728v1 · doi: 10.48550/arxiv.2501.15728 · pith_short_12: PV3XWPS3YSKN · pith_short_16: PV3XWPS3YSKN5KBT · pith_short_8: PV3XWPS3

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/PV3XWPS3YSKN5KBTBHOLP6B47J \
  | 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: 7d777b3e5bc494dea83309dcb7f83cfa4826466061a20414b1c7ed491cfc462e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0eee220ba341d5b8cb1f83b3d0f7eebcae02dbe56c97ebc0df2555ad4a648aa3",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-27T01:52:15Z",
    "title_canon_sha256": "5d20b15ac3b737b4dcd98afbe5dc1eb87bd46a0cbfdbfbc004ed6835995f5d7e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15728",
    "kind": "arxiv",
    "version": 1
  }
}