Pith Number

pith:C4T5XJ4O

pith:2024:C4T5XJ4O7W7B4H7HMBPUG3IAE3

not attested not anchored not stored refs pending

Adaptive Federated Learning in Heterogeneous Wireless Networks with Independent Sampling

Bing Luo, Jiaxiang Geng, Juncheng Wang, Xiaofeng Tao, Yanzhao Hou

arxiv:2402.10097 v3 · 2024-02-15 · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{C4T5XJ4O7W7B4H7HMBPUG3IAE3}

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	2026-07-05T08:18:49.273685Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1727dba78efdbe1e1fe7605f436d0026ce7f0ca81f9ddeb7092b61bc758a84f5

Aliases

arxiv: 2402.10097 · arxiv_version: 2402.10097v3 · doi: 10.48550/arxiv.2402.10097 · pith_short_12: C4T5XJ4O7W7B · pith_short_16: C4T5XJ4O7W7B4H7H · pith_short_8: C4T5XJ4O

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/C4T5XJ4O7W7B4H7HMBPUG3IAE3 \
  | 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: 1727dba78efdbe1e1fe7605f436d0026ce7f0ca81f9ddeb7092b61bc758a84f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15e254b1f97213378ac79934823736c429c682749dbfdcc673110b5a0727218e",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-15T16:51:38Z",
    "title_canon_sha256": "f4ce63731f8b50db52ee9b78c249692e9b355ae6f49b92303f6685af8ebc7bc1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10097",
    "kind": "arxiv",
    "version": 3
  }
}