Pith Number

pith:LJM25R5F

pith:2024:LJM25R5FEPS5YDIWUZRCWVG4FJ

not attested not anchored not stored refs pending

Local deployment of large-scale music AI models on commodity hardware

Charlie Ruan, Chris Donahue, Tianqi Chen, Xun Zhou, Zihe Zhao

arxiv:2411.09625 v1 · 2024-11-14 · cs.SD · 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{LJM25R5FEPS5YDIWUZRCWVG4FJ}

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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

AI Harmonizer: Expanding Vocal Expression with a Generative Neurosymbolic Music AI System

Receipt and verification

First computed	2026-07-05T09:35:30.149070Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a59aec7a523e5dc0d16a6622b54dc2a557f2a0f8c05971b77e829c50620ead4

Aliases

arxiv: 2411.09625 · arxiv_version: 2411.09625v1 · doi: 10.48550/arxiv.2411.09625 · pith_short_12: LJM25R5FEPS5 · pith_short_16: LJM25R5FEPS5YDIW · pith_short_8: LJM25R5F

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/LJM25R5FEPS5YDIWUZRCWVG4FJ \
  | 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: 5a59aec7a523e5dc0d16a6622b54dc2a557f2a0f8c05971b77e829c50620ead4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd94d0188c1fca0714df279be5af68dbed257801d576cb87df90064468adfe55",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2024-11-14T17:49:27Z",
    "title_canon_sha256": "e82941bcf473496f915f1159a33a54f4b47f8c3d9543bea83d509055f31752a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.09625",
    "kind": "arxiv",
    "version": 1
  }
}