Pith. sign in
Pith Number

pith:DYZYASN6

pith:2020:DYZYASN6CP4XH2OWEABQG4WCAD
not attested not anchored not stored refs pending

Generative Melody Composition with Human-in-the-Loop Bayesian Optimization

Masataka Goto, Takeo Igarashi, Yijun Zhou, Yuki Koyama

arxiv:2010.03190 v1 · 2020-10-07 · cs.SD · cs.HC · eess.AS

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{DYZYASN6CP4XH2OWEABQG4WCAD}

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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 2026-07-05T01:41:00.816290Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1e338049be13f973e9d620030372c200e7fd718eccea85c653e3d5f04bdf8f6e

Aliases

arxiv: 2010.03190 · arxiv_version: 2010.03190v1 · doi: 10.48550/arxiv.2010.03190 · pith_short_12: DYZYASN6CP4X · pith_short_16: DYZYASN6CP4XH2OW · pith_short_8: DYZYASN6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DYZYASN6CP4XH2OWEABQG4WCAD \
  | 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: 1e338049be13f973e9d620030372c200e7fd718eccea85c653e3d5f04bdf8f6e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4db16b228963b2b4106067d19a1a9945004aa8684ec4087da3e41c6728b6dd19",
    "cross_cats_sorted": [
      "cs.HC",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2020-10-07T05:54:20Z",
    "title_canon_sha256": "e4fe62082e407cd3be32834a1c95c0438c19e827fbe71553f750bb334ee40a66"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.03190",
    "kind": "arxiv",
    "version": 1
  }
}