Pith Number

pith:624Y3KER

pith:2025:624Y3KERPYEJX37DHBXYK5WJ2H

not attested not anchored not stored refs pending

A Reliable Vertical Federated Learning Framework for Traffic State Estimation with Data Selection and Incentive Mechanisms

Daniel Mawunyo Doe, Shaohua Cao, Shuai Li, Yaxian Dong, Yuqing Hu, Zhu Han, Zijun Zhan

arxiv:2506.01285 v1 · 2025-06-02 · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{624Y3KERPYEJX37DHBXYK5WJ2H}

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	2026-07-05T11:14:11.210227Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f6b98da8917e089befe3386f8576c9d1f9931e791d169685cedfbb2467eccf09

Aliases

arxiv: 2506.01285 · arxiv_version: 2506.01285v1 · doi: 10.48550/arxiv.2506.01285 · pith_short_12: 624Y3KERPYEJ · pith_short_16: 624Y3KERPYEJX37D · pith_short_8: 624Y3KER

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/624Y3KERPYEJX37DHBXYK5WJ2H \
  | 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: f6b98da8917e089befe3386f8576c9d1f9931e791d169685cedfbb2467eccf09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0654962cb5e2eb7191d0dbea8df0f84e49a1e721e3d925954b511084ec22c971",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2025-06-02T03:42:46Z",
    "title_canon_sha256": "317d93d3aeef481f58456eee66b87be55cbb1196f9be807db60dba60c476ebd2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.01285",
    "kind": "arxiv",
    "version": 1
  }
}