Pith Number

pith:IO5XNZQE

pith:2025:IO5XNZQEKPIMLU6GOKTEA5FPDC

not attested not anchored not stored refs pending

Personalized Federated Learning via Learning Dynamic Graphs

Guanyu Gao, Xiaohu Wu, Yan Lyu, Ziran Zhou

arxiv:2503.05474 v1 · 2025-03-07 · cs.LG · 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{IO5XNZQEKPIMLU6GOKTEA5FPDC}

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

Voronoi-grid-based Pareto Front Learning and Its Application to Collaborative Federated Learning

Receipt and verification

First computed	2026-07-05T10:26:29.222024Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

43bb76e60453d0c5d3c672a64074af1880b1f712687db49d3b7308dce6b7b50c

Aliases

arxiv: 2503.05474 · arxiv_version: 2503.05474v1 · doi: 10.48550/arxiv.2503.05474 · pith_short_12: IO5XNZQEKPIM · pith_short_16: IO5XNZQEKPIMLU6G · pith_short_8: IO5XNZQE

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/IO5XNZQEKPIMLU6GOKTEA5FPDC \
  | 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: 43bb76e60453d0c5d3c672a64074af1880b1f712687db49d3b7308dce6b7b50c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "600ba331b24bdb089182c2599ba14681a3de74c70047817eff54fe7e5a9cfb9c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-07T14:47:03Z",
    "title_canon_sha256": "104eb0d27ca23f7eb1b7eb46d3d07363be9821892eedc12cd616b781cc422e14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.05474",
    "kind": "arxiv",
    "version": 1
  }
}