Pith Number

pith:HEZNATPO

pith:2023:HEZNATPORJW2ZH46T5FAGLNYXV

not attested not anchored not stored refs pending

Optimization Design for Federated Learning in Heterogeneous 6G Networks

Bing Luo, Jianwei Huang, Ningning Ding, Pengchao Han, Peng Sun, Xiaomin Ouyang

arxiv:2303.08322 v1 · 2023-03-15 · cs.LG · cs.AI · cs.DC · cs.GT · 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{HEZNATPORJW2ZH46T5FAGLNYXV}

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	2026-07-05T05:51:31.627600Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3932d04dee8a6dac9f9e9f4a032db8bd715c969339b873d35c46ba479dea018d

Aliases

arxiv: 2303.08322 · arxiv_version: 2303.08322v1 · doi: 10.48550/arxiv.2303.08322 · pith_short_12: HEZNATPORJW2 · pith_short_16: HEZNATPORJW2ZH46 · pith_short_8: HEZNATPO

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/HEZNATPORJW2ZH46T5FAGLNYXV \
  | 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: 3932d04dee8a6dac9f9e9f4a032db8bd715c969339b873d35c46ba479dea018d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e721ad5e314ed1ad285b2785613b737aaa35e6ece711d3acf09c73061baa490",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.GT",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-15T02:18:21Z",
    "title_canon_sha256": "8cece9e1bd53a9307a986c543f5eb150e693fa33d2fc7f37ea88d421a836c43d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.08322",
    "kind": "arxiv",
    "version": 1
  }
}