Pith Number

pith:72HMZIFX

pith:2018:72HMZIFXFCV5IQ3TX4GJWVCASQ

not attested not anchored not stored refs pending

Generative timbre spaces: regularizing variational auto-encoders with perceptual metrics

Adrien Bitton, Axel Chemla--Romeu-Santos, Philippe Esling

arxiv:1805.08501 v3 · 2018-05-22 · cs.SD · eess.AS

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{72HMZIFXFCV5IQ3TX4GJWVCASQ}

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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

2 papers in Pith

Classical Music Prediction and Composition by means of Variational Autoencoders

Universal audio synthesizer control with normalizing flows

Receipt and verification

First computed	2026-05-18T00:04:29.862691Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe8ecca0b728abd44373bf0c9b5440943920323bf7f693992e587088de96931b

Aliases

arxiv: 1805.08501 · arxiv_version: 1805.08501v3 · doi: 10.48550/arxiv.1805.08501 · pith_short_12: 72HMZIFXFCV5 · pith_short_16: 72HMZIFXFCV5IQ3T · pith_short_8: 72HMZIFX

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/72HMZIFXFCV5IQ3TX4GJWVCASQ \
  | 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: fe8ecca0b728abd44373bf0c9b5440943920323bf7f693992e587088de96931b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a89c24ca1632c831cc4512f681adcbedd8c2c7107032af3ae82323f6d89dc1d",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2018-05-22T11:05:46Z",
    "title_canon_sha256": "bb06aeff8dec93e010fae8713fa747e597c08c0e6468248c7ce7b0707e1d6a52"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.08501",
    "kind": "arxiv",
    "version": 3
  }
}