Pith Number

pith:VPTFJEXU

pith:2024:VPTFJEXU4FKPO6EOA5AG2DCMLN

not attested not anchored not stored refs pending

A Survey on Large Language Models for Communication, Network, and Service Management: Application Insights, Challenges, and Future Directions

Ahmad Hammoud, Ahmed Alagha, Azzam Mourad, Chamseddine Talhi, Gordon Owusu Boateng, Hadi Otrok, Hanae Elmekki, Hani Sami, Jamal Bentahar, Mohsen Guizani, Rabeb Mizouni, Sami Muhaidat, Zbigniew Dziong

arxiv:2412.19823 v1 · 2024-12-16 · cs.NI · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VPTFJEXU4FKPO6EOA5AG2DCMLN}

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

Telecom World Models: Unifying Digital Twins, Foundation Models, and Predictive Planning for 6G

Receipt and verification

First computed	2026-07-05T09:54:49.989627Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

abe65492f4e154f7788e07406d0c4c5b714472700f58bff87446a91e98e6999c

Aliases

arxiv: 2412.19823 · arxiv_version: 2412.19823v1 · doi: 10.48550/arxiv.2412.19823 · pith_short_12: VPTFJEXU4FKP · pith_short_16: VPTFJEXU4FKPO6EO · pith_short_8: VPTFJEXU

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/VPTFJEXU4FKPO6EOA5AG2DCMLN \
  | 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: abe65492f4e154f7788e07406d0c4c5b714472700f58bff87446a91e98e6999c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "16f00cd36204318f4b14c7733ac65d6422d576a84e0565e580605506072be2a5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2024-12-16T20:01:36Z",
    "title_canon_sha256": "6433ac837a110d7de99a3d11d88daeb8653702c72195ef13bd466fe20a74748a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19823",
    "kind": "arxiv",
    "version": 1
  }
}