Pith. sign in
Pith Number

pith:HNOH5XTX

pith:2021:HNOH5XTX4DS6DQO5ZSSMWPZXJV
not attested not anchored not stored refs pending

MELONS: generating melody with long-term structure using transformers and structure graph

Kaixiang Zhang, Pei Zou, Ran Zhang, Xiaorui Wang, Yi Zhao, Yi Zou

arxiv:2110.05020 v3 · 2021-10-11 · cs.SD · cs.MM · eess.AS

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{HNOH5XTX4DS6DQO5ZSSMWPZXJV}

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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.
Receipt and verification
First computed 2026-07-05T03:28:41.235866Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3b5c7ede77e0e5e1c1ddcca4cb3f374d6018ddd5889367bc6149dc270a5ff9cf

Aliases

arxiv: 2110.05020 · arxiv_version: 2110.05020v3 · doi: 10.48550/arxiv.2110.05020 · pith_short_12: HNOH5XTX4DS6 · pith_short_16: HNOH5XTX4DS6DQO5 · pith_short_8: HNOH5XTX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/HNOH5XTX4DS6DQO5ZSSMWPZXJV \
  | 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: 3b5c7ede77e0e5e1c1ddcca4cb3f374d6018ddd5889367bc6149dc270a5ff9cf
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "942a183c13cf7d29bcf6dd6eda3966474a833df63314e4b879ef25bff9f27891",
    "cross_cats_sorted": [
      "cs.MM",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2021-10-11T06:12:51Z",
    "title_canon_sha256": "d8bfafcce788303dc5309bd9c334e780432be395a3d96f572f9bae6934e6878e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.05020",
    "kind": "arxiv",
    "version": 3
  }
}