Pith Number

pith:OJZHTUU4

pith:2022:OJZHTUU4LACQ6WTID2AYJ2FA33

not attested not anchored not stored refs pending

Distributed Pruning Towards Tiny Neural Networks in Federated Learning

Chaoyue Sun, Dapeng Wu, Hong Huang, Lan Zhang, Ruogu Fang, Xiaoyong Yuan

arxiv:2212.01977 v2 · 2022-12-05 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OJZHTUU4LACQ6WTID2AYJ2FA33}

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

Strategies for Improving Communication Efficiency in Distributed and Federated Learning: Compression, Local Training, and Personalization

Receipt and verification

First computed	2026-07-05T06:29:34.780980Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

727279d29c58050f5a681e8184e8a0def71638c3791a969008d91f45f17c7942

Aliases

arxiv: 2212.01977 · arxiv_version: 2212.01977v2 · doi: 10.48550/arxiv.2212.01977 · pith_short_12: OJZHTUU4LACQ · pith_short_16: OJZHTUU4LACQ6WTI · pith_short_8: OJZHTUU4

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/OJZHTUU4LACQ6WTID2AYJ2FA33 \
  | 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: 727279d29c58050f5a681e8184e8a0def71638c3791a969008d91f45f17c7942

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f0b0c7e2e11ecb2bb8ba064c5f653c23421cca14b4f77697196cef795d58e8b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-05T01:58:45Z",
    "title_canon_sha256": "fbf8cf3966881b128cda9fc7f63a2fed01ffceec17ffccc781e03d88c3f4c4f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.01977",
    "kind": "arxiv",
    "version": 2
  }
}