Pith Number

pith:CGSKH3MQ

pith:2024:CGSKH3MQWJEKXNQ5VTOH4FI4NN

not attested not anchored not stored refs pending

Fast-Convergent and Communication-Alleviated Heterogeneous Hierarchical Federated Learning in Autonomous Driving

Guangxu Zhu, Ming Tang, Qingfeng Lin, Rongguang Ye, Shuai Wang, Wei-Bin Kou, Yik-Chung Wu

arxiv:2409.19560 v1 · 2024-09-29 · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CGSKH3MQWJEKXNQ5VTOH4FI4NN}

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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

Label Anything: An Interpretable, High-Fidelity and Prompt-Free Annotator

Receipt and verification

First computed	2026-07-05T09:13:17.302144Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11a4a3ed90b248abb61dacdc7e151c6b4ef53d2bf14113976090fd6bc7ce91c6

Aliases

arxiv: 2409.19560 · arxiv_version: 2409.19560v1 · doi: 10.48550/arxiv.2409.19560 · pith_short_12: CGSKH3MQWJEK · pith_short_16: CGSKH3MQWJEKXNQ5 · pith_short_8: CGSKH3MQ

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/CGSKH3MQWJEKXNQ5VTOH4FI4NN \
  | 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: 11a4a3ed90b248abb61dacdc7e151c6b4ef53d2bf14113976090fd6bc7ce91c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f00c05c8c10a1ba7135364f1d1fd44f05c0ad0114e89a375d6e6cfa6b03fb245",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-29T05:27:40Z",
    "title_canon_sha256": "64dde15ec7410e787828532f5103ca69035ec48079c624e1b7d2d01b2bbe81cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.19560",
    "kind": "arxiv",
    "version": 1
  }
}