Pith Number

pith:44FVD5XT

pith:2017:44FVD5XT3GWGS2VK23FXUBT2BB

not attested not anchored not stored refs pending

Musical Instrument Recognition Using Their Distinctive Characteristics in Artificial Neural Networks

Babak Toghiani-Rizi, Marcus Windmark

arxiv:1705.04971 v1 · 2017-05-14 · cs.SD · stat.ML

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\usepackage{pith}
\pithnumber{44FVD5XT3GWGS2VK23FXUBT2BB}

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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

Deep Neural Network for Musical Instrument Recognition using MFCCs

Receipt and verification

First computed	2026-05-18T00:44:34.182691Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e70b51f6f3d9ac696aaad6cb7a067a084fe662d56ff83c05aec45a535fe0df8d

Aliases

arxiv: 1705.04971 · arxiv_version: 1705.04971v1 · doi: 10.48550/arxiv.1705.04971 · pith_short_12: 44FVD5XT3GWG · pith_short_16: 44FVD5XT3GWGS2VK · pith_short_8: 44FVD5XT

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/44FVD5XT3GWGS2VK23FXUBT2BB \
  | 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: e70b51f6f3d9ac696aaad6cb7a067a084fe662d56ff83c05aec45a535fe0df8d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b866596c506a9c47a2286d5a9d7942846faeea02380e097dee3aea7ac5933129",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2017-05-14T14:43:10Z",
    "title_canon_sha256": "45295263f5ebb7107958a1aa9f138ce2d3d19da1bca119be52486abe856b65fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1705.04971",
    "kind": "arxiv",
    "version": 1
  }
}