Pith Number

pith:MPLIN3UW

pith:2016:MPLIN3UWCBXLH4DKNKN32YSFLQ

not attested not anchored not stored refs pending

Single-Channel Multi-Speaker Separation using Deep Clustering

John R. Hershey, Jonathan Le Roux, Shinji Watanabe, Yusuf Isik, Zhuo Chen

arxiv:1607.02173 v1 · 2016-07-07 · cs.LG · cs.SD · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MPLIN3UWCBXLH4DKNKN32YSFLQ}

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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

Discriminative Learning for Monaural Speech Separation Using Deep Embedding Features

Discriminative-Generative Target Speaker Extraction with Decoder-Only Language Models

Receipt and verification

First computed	2026-05-18T01:11:21.089893Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63d686ee96106eb3f06a6a9bbd62455c1432c1e99997bac99c5969e2f1d47e78

Aliases

arxiv: 1607.02173 · arxiv_version: 1607.02173v1 · doi: 10.48550/arxiv.1607.02173 · pith_short_12: MPLIN3UWCBXL · pith_short_16: MPLIN3UWCBXLH4DK · pith_short_8: MPLIN3UW

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/MPLIN3UWCBXLH4DKNKN32YSFLQ \
  | 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: 63d686ee96106eb3f06a6a9bbd62455c1432c1e99997bac99c5969e2f1d47e78

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "839553d6c2ac1a9534b2f5d6d4989f14d44d392da7a4ac09b0a297feb5914852",
    "cross_cats_sorted": [
      "cs.SD",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-07-07T21:06:48Z",
    "title_canon_sha256": "e39800dcc6eea34a3aa1663f3cbed40cc539120b4fcaed44a59bfa288ec8d7a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1607.02173",
    "kind": "arxiv",
    "version": 1
  }
}