Pith Number

pith:A33E7AHH

pith:2024:A33E7AHHW6BYKY3V24CCG4QFGA

not attested not anchored not stored refs pending

Tele-LLMs: A Series of Specialized Large Language Models for Telecommunications

Ali Maatouk, Kenny Chirino Ampudia, Leandros Tassiulas, Rex Ying

arxiv:2409.05314 v3 · 2024-09-09 · cs.IT · cs.AI · cs.LG · math.IT

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A33E7AHHW6BYKY3V24CCG4QFGA}

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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

7 papers in Pith

QoEReasoner: An Agentic Reasoning Framework for Automated and Explainable QoE Diagnosis in RANs

RadioMaster: Multi-Agent System for Autonomous Radio Signal Generation

ARMOR: Adaptive Retriever Optimization for Low-Resource Telecom Question Answering

Against the Monolithic Wireless World Model: Why NextG Needs Composable and Agentic Intelligence

MM-Telco: Benchmarks and Multimodal Large Language Models for Telecom Applications

Receipt and verification

First computed	2026-07-05T10:58:18.342272Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06f64f80e7b783856375d704237205303a0f9a7eee4aff1b1192183a35ea6dec

Aliases

arxiv: 2409.05314 · arxiv_version: 2409.05314v3 · doi: 10.48550/arxiv.2409.05314 · pith_short_12: A33E7AHHW6BY · pith_short_16: A33E7AHHW6BYKY3V · pith_short_8: A33E7AHH

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/A33E7AHHW6BYKY3V24CCG4QFGA \
  | 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: 06f64f80e7b783856375d704237205303a0f9a7eee4aff1b1192183a35ea6dec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "423bf0309524d69305c2f3256bc885ee78f20b516d5646094e30c440f408bb43",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2024-09-09T03:58:51Z",
    "title_canon_sha256": "86060f9a414c23f1aa80d0b9b71f3b9797051516d177d01fcc886ba21b61428b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.05314",
    "kind": "arxiv",
    "version": 3
  }
}