Pith Number

pith:5NV7MU66

pith:2018:5NV7MU66ZT6KFDJLZOPVYLM2TH

not attested not anchored not stored refs pending

LORM: Learning to Optimize for Resource Management in Wireless Networks with Few Training Samples

Jun Zhang, Khaled B. Letaief, Yifei Shen, Yuanming Shi

arxiv:1812.07998 v2 · 2018-12-18 · eess.SP · cs.IT · cs.LG · math.IT

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\usepackage{pith}
\pithnumber{5NV7MU66ZT6KFDJLZOPVYLM2TH}

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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

A Graph Neural Network Approach for Scalable Wireless Power Control

Receipt and verification

First computed	2026-05-17T23:46:03.683491Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb6bf653deccfca28d2bcb9f5c2d9a99c00becfac222ddeca06a257fcc27c247

Aliases

arxiv: 1812.07998 · arxiv_version: 1812.07998v2 · doi: 10.48550/arxiv.1812.07998 · pith_short_12: 5NV7MU66ZT6K · pith_short_16: 5NV7MU66ZT6KFDJL · pith_short_8: 5NV7MU66

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/5NV7MU66ZT6KFDJLZOPVYLM2TH \
  | 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: eb6bf653deccfca28d2bcb9f5c2d9a99c00becfac222ddeca06a257fcc27c247

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7397e94b5d5a6ad67b5c8b6e4823fa8b2aca2ec945816ef4fa74fccc7702815e",
    "cross_cats_sorted": [
      "cs.IT",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2018-12-18T07:18:33Z",
    "title_canon_sha256": "ab97e3a4e4cf756e382cffa8463006a46a17f5c77df5845e68feeadf513550d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.07998",
    "kind": "arxiv",
    "version": 2
  }
}