Pith Number

pith:2JDDXM7H

pith:2024:2JDDXM7HXH36POHR56PQJ5MMNW

not attested not anchored not stored refs pending

NetOrchLLM: Mastering Wireless Network Orchestration with Large Language Models

Abdulkadir Celik, Abdullatif Albaseer, Ahmed M. Eltawil, Asmaa Abdallah, Mohamed Abdallah

arxiv:2412.10107 v1 · 2024-12-13 · cs.NI · cs.AI · cs.ET · 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{2JDDXM7HXH36POHR56PQJ5MMNW}

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

Enwar 3.0: An Agentic Multi-Modal LLM Orchestrator for Situation-Aware Beamforming, Blockage Prediction, and Handover Management

Receipt and verification

First computed	2026-07-05T09:48:47.157420Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2463bb3e7b9f7e7b8f1ef9f04f58c6d9c9e4fc5944ce8162b03787e78221470

Aliases

arxiv: 2412.10107 · arxiv_version: 2412.10107v1 · doi: 10.48550/arxiv.2412.10107 · pith_short_12: 2JDDXM7HXH36 · pith_short_16: 2JDDXM7HXH36POHR · pith_short_8: 2JDDXM7H

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/2JDDXM7HXH36POHR56PQJ5MMNW \
  | 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: d2463bb3e7b9f7e7b8f1ef9f04f58c6d9c9e4fc5944ce8162b03787e78221470

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50a21c89e4dfd8b958c2d0952cb513b6ab266f59e30ef6e6019c0a6e22e420b5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.ET",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2024-12-13T12:48:15Z",
    "title_canon_sha256": "470847cfb0747e1876fda9c0d564ff841e05d3298ea8c3cb35711aaa032a7ecd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10107",
    "kind": "arxiv",
    "version": 1
  }
}