Pith Number

pith:PXLCN5VF

pith:2024:PXLCN5VFEBKNIFXMPPQSVKNGJR

not attested not anchored not stored refs pending

Mobility Accelerates Learning: Convergence Analysis on Hierarchical Federated Learning in Vehicular Networks

Deniz G\"und\"uz, Jintao Yan, Sheng Zhou, Tan Chen, Yuxuan Sun, Zhisheng Niu

arxiv:2401.09656 v1 · 2024-01-18 · cs.LG · cs.AI · cs.DC

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\usepackage{pith}
\pithnumber{PXLCN5VFEBKNIFXMPPQSVKNGJR}

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Record completeness

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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

Secure Cluster-Based Hierarchical Federated Learning in Vehicular Networks

Receipt and verification

First computed	2026-07-05T07:34:59.800900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7dd626f6a52054d416ec7be12aa9a64c7193045b84eaa120a406f9ccf6252649

Aliases

arxiv: 2401.09656 · arxiv_version: 2401.09656v1 · doi: 10.48550/arxiv.2401.09656 · pith_short_12: PXLCN5VFEBKN · pith_short_16: PXLCN5VFEBKNIFXM · pith_short_8: PXLCN5VF

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/PXLCN5VFEBKNIFXMPPQSVKNGJR \
  | 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: 7dd626f6a52054d416ec7be12aa9a64c7193045b84eaa120a406f9ccf6252649

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a119cd188e2c297bc7a9def72e047940c688cbd1528e426f2c8666a21c08887e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-18T00:09:54Z",
    "title_canon_sha256": "6a852d8d233357a6915fbe9b51c123a22b66e2554076ea8255aedf421f3dc72b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.09656",
    "kind": "arxiv",
    "version": 1
  }
}