Pith Number

pith:GZAM3YXH

pith:2021:GZAM3YXHQFNPZITWSEPFZ2BFXB

not attested not anchored not stored refs pending

An Overview on the Application of Graph Neural Networks in Wireless Networks

J. Wang, J. Zhang, S. He, S. Xiong, Y. Huang, Y. Ou, Y. Zhang

arxiv:2107.03029 v3 · 2021-07-07 · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GZAM3YXHQFNPZITWSEPFZ2BFXB}

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	2026-07-05T03:33:06.657709Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3640cde2e7815afca276911e5ce825b85d311032a56bdf8cfc3471313d6727b8

Aliases

arxiv: 2107.03029 · arxiv_version: 2107.03029v3 · doi: 10.48550/arxiv.2107.03029 · pith_short_12: GZAM3YXHQFNP · pith_short_16: GZAM3YXHQFNPZITW · pith_short_8: GZAM3YXH

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/GZAM3YXHQFNPZITWSEPFZ2BFXB \
  | 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: 3640cde2e7815afca276911e5ce825b85d311032a56bdf8cfc3471313d6727b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b67e8bf8e4004d1a4c6f678bf0d244388c40b3105c97d4fe1d613696dd90cecb",
    "cross_cats_sorted": [
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2021-07-07T06:15:39Z",
    "title_canon_sha256": "d3769f332e4e6d630930c75cad4f01b5e3b70371f2866eb1827dcefc666c9788"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.03029",
    "kind": "arxiv",
    "version": 3
  }
}