Pith Number

pith:44IPKYSU

pith:2019:44IPKYSUKK3WJF4YO5HWRAGIYY

not attested not anchored not stored refs pending

Music Source Separation in the Waveform Domain

Alexandre D\'efossez (FAIR, Francis Bach (DI-ENS, L\'eon Bottou (FAIR), Nicolas Usunier (FAIR), PSL, PSL), SIERRA, SIERRA)

arxiv:1911.13254 v2 · 2019-11-27 · cs.SD · cs.LG · eess.AS · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{44IPKYSUKK3WJF4YO5HWRAGIYY}

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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

10 papers in Pith

DTT-BSR+: A Generative-Regression Cascade for Music Source Restoration

Improving Text-to-Music Generation with Human Preference Rewards

MaineCoon: Pursuing A Real-Time Audio-Visual Social World Model

Improving Music Source Separation with Diffusion and Consistency Refinement

CodecSep: Prompt-Driven Universal Sound Separation on Neural Audio Codec Latents

Receipt and verification

First computed	2026-07-05T02:36:03.227504Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e710f5625452b7649798774f6880c8c610fa6be9b63b2a999ec758d87dbed1ff

Aliases

arxiv: 1911.13254 · arxiv_version: 1911.13254v2 · doi: 10.48550/arxiv.1911.13254 · pith_short_12: 44IPKYSUKK3W · pith_short_16: 44IPKYSUKK3WJF4Y · pith_short_8: 44IPKYSU

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/44IPKYSUKK3WJF4YO5HWRAGIYY \
  | 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: e710f5625452b7649798774f6880c8c610fa6be9b63b2a999ec758d87dbed1ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c147e874b88a4442603e438e8a1f7f181b3a672f199d7b176bdb17262d750fb6",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.AS",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2019-11-27T13:50:45Z",
    "title_canon_sha256": "b1d4bc7db76b8f427e2625c700fc228a2ec6ff5700e97475a6f3dbf9fd855c66"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.13254",
    "kind": "arxiv",
    "version": 2
  }
}