Pith. sign in
Pith Number

pith:5AN5X3NT

pith:2023:5AN5X3NTENCY2N2BEWVTFP6FNE
not attested not anchored not stored refs pending

Exploring Sampling Techniques for Generating Melodies with a Transformer Language Model

Gerhard Widmer, Mathias Rose Bjare, Stefan Lattner

arxiv:2308.09454 v1 · 2023-08-18 · cs.SD · cs.CL · eess.AS

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5AN5X3NTENCY2N2BEWVTFP6FNE}

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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 2026-07-05T06:42:32.825628Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e81bdbedb323458d374125ab32bfc5690d4c6827c1493bb436367ff06e7cf844

Aliases

arxiv: 2308.09454 · arxiv_version: 2308.09454v1 · doi: 10.48550/arxiv.2308.09454 · pith_short_12: 5AN5X3NTENCY · pith_short_16: 5AN5X3NTENCY2N2B · pith_short_8: 5AN5X3NT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5AN5X3NTENCY2N2BEWVTFP6FNE \
  | 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: e81bdbedb323458d374125ab32bfc5690d4c6827c1493bb436367ff06e7cf844
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "cf12dc138b9ab461cd12b590613faa1ddfbe7447d77b6145f73befd26948a85e",
    "cross_cats_sorted": [
      "cs.CL",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2023-08-18T10:34:46Z",
    "title_canon_sha256": "f905fe0671f6bc8bb1b00f1984fcf2838634418999cfd333f2615c7a2a9a87df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.09454",
    "kind": "arxiv",
    "version": 1
  }
}