Pith Number

pith:U52UXNAG

pith:2018:U52UXNAGRQLBKECKHXRNPBJZUX

not attested not anchored not stored refs pending

Model-Aided Wireless Artificial Intelligence: Embedding Expert Knowledge in Deep Neural Networks Towards Wireless Systems Optimization

Alessio Zappone, Marco Di Renzo, M\'erouane Debbah, Thanh Tu Lam, Xuewen Qian

arxiv:1808.01672 v3 · 2018-08-05 · cs.IT · eess.SP · math.IT

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\usepackage{pith}
\pithnumber{U52UXNAGRQLBKECKHXRNPBJZUX}

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Record completeness

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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	2026-05-17T23:43:17.742708Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7754bb4068c1615104a3de2d78539a5ceb95e0b1709f24369c01fd7e0b8cdf1

Aliases

arxiv: 1808.01672 · arxiv_version: 1808.01672v3 · doi: 10.48550/arxiv.1808.01672 · pith_short_12: U52UXNAGRQLB · pith_short_16: U52UXNAGRQLBKECK · pith_short_8: U52UXNAG

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/U52UXNAGRQLBKECKHXRNPBJZUX \
  | 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: a7754bb4068c1615104a3de2d78539a5ceb95e0b1709f24369c01fd7e0b8cdf1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48e5ab9010be02eb55a318ffa37a153106a768aa892194a08ecd8dce6274fda1",
    "cross_cats_sorted": [
      "eess.SP",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2018-08-05T19:00:21Z",
    "title_canon_sha256": "f95c57cf05cc5ea0f03576350aa88d41cebb9009edfd3f79e072e2995685943f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.01672",
    "kind": "arxiv",
    "version": 3
  }
}