Pith Number

pith:4S4JG2M2

pith:2024:4S4JG2M2WSGZER7EYS7JQADYCG

not attested not anchored not stored refs pending

Large Multi-Modal Models (LMMs) as Universal Foundation Models for AI-Native Wireless Systems

Christo Kurisummoottil Thomas, Naren Ramakrishnan, Nikhil Muralidhar, Omar Hashash, Shengzhe Xu, Walid Saad

arxiv:2402.01748 v2 · 2024-01-30 · cs.NI · cs.AI · cs.CL · 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{4S4JG2M2WSGZER7EYS7JQADYCG}

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

From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications

Receipt and verification

First computed	2026-07-05T07:42:23.970361Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4b893699ab48d9247e4c4be98007811be282dffdd1555724d271ffdace60323

Aliases

arxiv: 2402.01748 · arxiv_version: 2402.01748v2 · doi: 10.48550/arxiv.2402.01748 · pith_short_12: 4S4JG2M2WSGZ · pith_short_16: 4S4JG2M2WSGZER7E · pith_short_8: 4S4JG2M2

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/4S4JG2M2WSGZER7EYS7JQADYCG \
  | 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: e4b893699ab48d9247e4c4be98007811be282dffdd1555724d271ffdace60323

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "910508d8e4cd959b1d7c5a2423227235d9cd1203809343dc8f6fa8eddf70c6c7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2024-01-30T00:21:41Z",
    "title_canon_sha256": "9a68591aea586af9458d0790a17a531a8a4f87ec52524accdf78dfff7d6a80f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01748",
    "kind": "arxiv",
    "version": 2
  }
}