Pith Number

pith:GWNV5OGI

pith:2023:GWNV5OGIFJTTZKA6IZS4AAJJIV

not attested not anchored not stored refs pending

Deep Generative Models of Music Expectation

Ninon Liz\'e Masclef, T. Anderson Keller

arxiv:2310.03500 v1 · 2023-10-05 · 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{GWNV5OGIFJTTZKA6IZS4AAJJIV}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

DAIRHuM: A Platform for Directly Aligning AI Representations with Human Musical Judgments applied to Carnatic Music

Receipt and verification

First computed	2026-07-05T06:57:34.335943Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

359b5eb8c82a673ca81e4665c001294548abf8c06c0d2c8cd8df3eee54270b08

Aliases

arxiv: 2310.03500 · arxiv_version: 2310.03500v1 · doi: 10.48550/arxiv.2310.03500 · pith_short_12: GWNV5OGIFJTT · pith_short_16: GWNV5OGIFJTTZKA6 · pith_short_8: GWNV5OGI

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/GWNV5OGIFJTTZKA6IZS4AAJJIV \
  | 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: 359b5eb8c82a673ca81e4665c001294548abf8c06c0d2c8cd8df3eee54270b08

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b878e89370d43f707d5ca234e1962d95c0ece23a040bf62b486d4c4584115f5",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2023-10-05T12:25:39Z",
    "title_canon_sha256": "cbbb5f5c98db82f3054b84ffc8fc2dc30d207f9f59a81ecba793e67e340dfd44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03500",
    "kind": "arxiv",
    "version": 1
  }
}