Pith Number

pith:QWBEHWIR

pith:2022:QWBEHWIRNKMP7DULUDD24U7W3T

not attested not anchored not stored refs pending

Supervised and Unsupervised Learning of Audio Representations for Music Understanding

Andreas F. Ehmann, Fabien Gouyon, Filip Korzeniowski, Matthew C. McCallum, Sergio Oramas

arxiv:2210.03799 v1 · 2022-10-07 · cs.SD · cs.AI · cs.IR · cs.LG · cs.MM · eess.AS

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\usepackage{pith}
\pithnumber{QWBEHWIRNKMP7DULUDD24U7W3T}

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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

2 papers in Pith

Evaluating Pretrained Music Embeddings for Cross-Performance Jazz Standard Recognition

Adopting State-of-the-Art Pretrained Audio Representations for Music Recommender Systems

Receipt and verification

First computed	2026-07-05T05:04:32.356961Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

858243d9116a98ff8e8ba0c7ae53f6dceafecec61cee15da9d939c3244e51547

Aliases

arxiv: 2210.03799 · arxiv_version: 2210.03799v1 · doi: 10.48550/arxiv.2210.03799 · pith_short_12: QWBEHWIRNKMP · pith_short_16: QWBEHWIRNKMP7DUL · pith_short_8: QWBEHWIR

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/QWBEHWIRNKMP7DULUDD24U7W3T \
  | 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: 858243d9116a98ff8e8ba0c7ae53f6dceafecec61cee15da9d939c3244e51547

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43b387a8b0e2c1c32b3fcadc341a13ee20cd703b0a11fc8802e72de9b7ce0942",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR",
      "cs.LG",
      "cs.MM",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2022-10-07T20:07:35Z",
    "title_canon_sha256": "2977cd72083323a3dfdb3c4d7b1ecaddca6ba15b71ad7ae0ce558e985a2e58fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.03799",
    "kind": "arxiv",
    "version": 1
  }
}