Pith Number

pith:ZQ7YVWPK

pith:2025:ZQ7YVWPKSIMBM3JTNWMYCFO7C3

not attested not anchored not stored refs pending

Emergent musical properties of a transformer under contrastive self-supervised learning

Gabriel Meseguer-Brocal, Mathieu Lagrange, Romain Hennequin, Vincent Lostanlen, Yuexuan Kong

arxiv:2506.23873 v1 · 2025-06-30 · cs.SD · cs.IR · cs.LG · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZQ7YVWPKSIMBM3JTNWMYCFO7C3}

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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

Emergent musical properties of a transformer under contrastive self-supervised learning

Receipt and verification

First computed	2026-07-05T11:29:29.429564Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc3f8ad9ea9218166d336d998115df16e58f50cea5ea410b76635fcb45272275

Aliases

arxiv: 2506.23873 · arxiv_version: 2506.23873v1 · doi: 10.48550/arxiv.2506.23873 · pith_short_12: ZQ7YVWPKSIMB · pith_short_16: ZQ7YVWPKSIMBM3JT · pith_short_8: ZQ7YVWPK

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/ZQ7YVWPKSIMBM3JTNWMYCFO7C3 \
  | 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: cc3f8ad9ea9218166d336d998115df16e58f50cea5ea410b76635fcb45272275

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53444a5616419ba9d70d99ab9bace37f76ab436c8b1448750adb40de9e160968",
    "cross_cats_sorted": [
      "cs.IR",
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2025-06-30T14:04:59Z",
    "title_canon_sha256": "ab5ffbb31c90fabd20214aab5f0c980db28d2e606c416a6ff1af9daa98070404"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.23873",
    "kind": "arxiv",
    "version": 1
  }
}