Pith Number

pith:7NOL63YP

pith:2024:7NOL63YPBT2G752ZQPAYCHBK6T

not attested not anchored not stored refs pending

Optimizing Generative AI Networking: A Dual Perspective with Multi-Agent Systems and Mixture of Experts

Dong In Kim, Dusit Niyato, Hongyang Du, Jiawen Kang, Ping Zhang, Ruichen Zhang, Zehui Xiong

arxiv:2405.12472 v1 · 2024-05-21 · 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{7NOL63YPBT2G752ZQPAYCHBK6T}

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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

Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial

Receipt and verification

First computed	2026-07-05T08:21:20.611948Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb5cbf6f0f0cf46ff75983c1811c2af4d9e4462b3309396b2aa7f492b1dfe7d0

Aliases

arxiv: 2405.12472 · arxiv_version: 2405.12472v1 · doi: 10.48550/arxiv.2405.12472 · pith_short_12: 7NOL63YPBT2G · pith_short_16: 7NOL63YPBT2G752Z · pith_short_8: 7NOL63YP

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/7NOL63YPBT2G752ZQPAYCHBK6T \
  | 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: fb5cbf6f0f0cf46ff75983c1811c2af4d9e4462b3309396b2aa7f492b1dfe7d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f8b03b95b6b7aa8c3cfa6f097ea2b408c6b81321c7f2682a341e04a22e5fecc",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2024-05-21T03:12:50Z",
    "title_canon_sha256": "907cfb85f416def8737f0c43a51a40df5c4a985437a7e5cb589ac63f307972c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.12472",
    "kind": "arxiv",
    "version": 1
  }
}