Pith Number

pith:ZUWBKSKJ

pith:2022:ZUWBKSKJ3RR626AIVC5AIQUODL

not attested not anchored not stored refs pending

On the Importance and Applicability of Pre-Training for Federated Learning

Cheng-Hao Tu, Han-Wei Shen, Hong-You Chen, Wei-Lun Chao, Ziwei Li

arxiv:2206.11488 v3 · 2022-06-23 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZUWBKSKJ3RR626AIVC5AIQUODL}

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.

Cited by

1 paper in Pith

animal2vec and MeerKAT: A self-supervised transformer for rare-event raw audio input and a large-scale reference dataset for bioacoustics

Receipt and verification

First computed	2026-07-05T05:53:48.628290Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd2c154949dc63ed7808a8ba04428e1ad9b23ffcfa47f18deffee24d09c85591

Aliases

arxiv: 2206.11488 · arxiv_version: 2206.11488v3 · doi: 10.48550/arxiv.2206.11488 · pith_short_12: ZUWBKSKJ3RR6 · pith_short_16: ZUWBKSKJ3RR626AI · pith_short_8: ZUWBKSKJ

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/ZUWBKSKJ3RR626AIVC5AIQUODL \
  | 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: cd2c154949dc63ed7808a8ba04428e1ad9b23ffcfa47f18deffee24d09c85591

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1baeeb0402c7232a61f5de1595905b5b9896dc2f73c7febf5442062c6cbd8410",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-23T06:02:33Z",
    "title_canon_sha256": "9f0844c6bff967117ae233c17f1ba6eb1405440198cc8c1441a6778e473c43eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.11488",
    "kind": "arxiv",
    "version": 3
  }
}