Pith Number

pith:MBDPTSWE

pith:2024:MBDPTSWESDV2N5JVMK5LC7ZDQI

not attested not anchored not stored refs pending

Machine Learning for Spectrum Sharing: A Survey

Carlo Fischione, Charles Casimiro Cavalcante, Francisco R. V. Guimar\~aes, Gabor Fodor, Jos\'e Mairton B. da Silva Jr., Mats Bengtsson

arxiv:2411.19032 v1 · 2024-11-28 · eess.SP · cs.NI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MBDPTSWESDV2N5JVMK5LC7ZDQI}

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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

When Does Multimodal AI Help? Diagnostic Complementarity of Vision-Language Models and CNNs for Spectrum Management in Satellite-Terrestrial Networks

Receipt and verification

First computed	2026-07-05T09:41:56.354688Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6046f9cac490eba6f53562bab17f2382137e786341f08e3fa96a8c12eed2b009

Aliases

arxiv: 2411.19032 · arxiv_version: 2411.19032v1 · doi: 10.48550/arxiv.2411.19032 · pith_short_12: MBDPTSWESDV2 · pith_short_16: MBDPTSWESDV2N5JV · pith_short_8: MBDPTSWE

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/MBDPTSWESDV2N5JVMK5LC7ZDQI \
  | 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: 6046f9cac490eba6f53562bab17f2382137e786341f08e3fa96a8c12eed2b009

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5bb27cdeb48a06b209ba4f247e8bcd2bdccfb4c6e0c88e4aa943576923e8df20",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2024-11-28T10:20:02Z",
    "title_canon_sha256": "97d0e28d04a1dd6b322f58f38a07485dd492fb931edf5e9fdf2c0f94c768dcad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.19032",
    "kind": "arxiv",
    "version": 1
  }
}