Pith Number

pith:HL5MRLDG

pith:2023:HL5MRLDG2EI4IWNUT2IMQL4P5V

not attested not anchored not stored refs pending

Efficient Training of Large-scale Industrial Fault Diagnostic Models through Federated Opportunistic Block Dropout

Chengyi Yang, Han Yu, Pengcheng Wu, Sheng Guo, Yansong Zhao, Yuanyuan Chen, Zelei Liu, Zengxiang Li, Zichen Chen

arxiv:2302.11485 v1 · 2023-02-22 · 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{HL5MRLDG2EI4IWNUT2IMQL4P5V}

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	2026-07-05T05:44:44.240108Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3afac8ac66d111c459b49e90c82f8fed7461c9ff0b791baa1400da822a973ef4

Aliases

arxiv: 2302.11485 · arxiv_version: 2302.11485v1 · doi: 10.48550/arxiv.2302.11485 · pith_short_12: HL5MRLDG2EI4 · pith_short_16: HL5MRLDG2EI4IWNU · pith_short_8: HL5MRLDG

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/HL5MRLDG2EI4IWNUT2IMQL4P5V \
  | 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: 3afac8ac66d111c459b49e90c82f8fed7461c9ff0b791baa1400da822a973ef4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4d4b447f522f3aba22dba95b5cad6cf14ca605c87f7714fe29f22ac7d39f8bc",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-22T16:32:44Z",
    "title_canon_sha256": "8cae9dc7e6b26580ed2ee79b8b3b7a03bd3f95776762cad8a2e68a3f939c01f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.11485",
    "kind": "arxiv",
    "version": 1
  }
}