Pith Number

pith:FQPZKOIA

pith:2025:FQPZKOIAT7RMDYVZ7UGZN4NMTL

not attested not anchored not stored refs pending

The LLM as a Network Operator: A Vision for Generative AI in the 6G Radio Access Network

Michael Adewole, Oluwaseyi Giwa, Pelumi Aderinto, Tobi Awodumila

arxiv:2509.10478 v1 · 2025-08-27 · cs.NI · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FQPZKOIAT7RMDYVZ7UGZN4NMTL}

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

When Does Multimodal AI Help? Diagnostic Complementarity of Vision-Language Models and CNNs for Spectrum Management in Satellite-Terrestrial Networks

Receipt and verification

First computed	2026-07-05T12:11:21.595334Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c1f9539009fe2c1e2b9fd0d96f1ac9ac0f802889b8e9ee8c523c4ba2359a660

Aliases

arxiv: 2509.10478 · arxiv_version: 2509.10478v1 · doi: 10.48550/arxiv.2509.10478 · pith_short_12: FQPZKOIAT7RM · pith_short_16: FQPZKOIAT7RMDYVZ · pith_short_8: FQPZKOIA

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/FQPZKOIAT7RMDYVZ7UGZN4NMTL \
  | 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: 2c1f9539009fe2c1e2b9fd0d96f1ac9ac0f802889b8e9ee8c523c4ba2359a660

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3990b1a0053b66fd3228db5176d50b3ef4d6e508d89921e6794794d9b607849f",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-08-27T20:47:45Z",
    "title_canon_sha256": "fd52c29315f9f4890bc481e643afde7f67b673489e3bb4941eb4018dc5be46d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.10478",
    "kind": "arxiv",
    "version": 1
  }
}