Pith Number

pith:LEBIWMKY

pith:2023:LEBIWMKYJZ3YCJQKGIOKGMCDTS

not attested not anchored not stored refs pending

Communication Resources Constrained Hierarchical Federated Learning for End-to-End Autonomous Driving

Bin Luo, Derrick Wing Kwan Ng, Guangxu Zhu, Shuai Wang, Wei-Bin Kou, Yik-Chung Wu, Yingxian Chen

arxiv:2306.16169 v1 · 2023-06-28 · cs.RO · cs.DC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LEBIWMKYJZ3YCJQKGIOKGMCDTS}

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	2026-07-05T08:16:41.681265Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59028b31584e7781260a321ca330439caa89bc74256876d9440258e8e47b5b6b

Aliases

arxiv: 2306.16169 · arxiv_version: 2306.16169v1 · doi: 10.48550/arxiv.2306.16169 · pith_short_12: LEBIWMKYJZ3Y · pith_short_16: LEBIWMKYJZ3YCJQK · pith_short_8: LEBIWMKY

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/LEBIWMKYJZ3YCJQKGIOKGMCDTS \
  | 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: 59028b31584e7781260a321ca330439caa89bc74256876d9440258e8e47b5b6b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "434a72340390961cc6e2fc9695c4b6d16ca3e9181568fef3fd1667b7c2ebaa73",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2023-06-28T12:44:59Z",
    "title_canon_sha256": "536ecf166cb2138e091051ef8fe73b17262ac2a12e7acb8ff64f95e4c0c2fa28"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.16169",
    "kind": "arxiv",
    "version": 1
  }
}