Pith. sign in
Pith Number

pith:I74RYOYV

pith:2024:I74RYOYVYDJ6COBZ3MY36Y45OO
not attested not anchored not stored refs pending

Boosting Unknown-number Speaker Separation with Transformer Decoder-based Attractor

Byeong-Yeol Kim, Shinji Watanabe, Shukjae Choi, Younglo Lee, Zhong-Qiu Wang

arxiv:2401.12473 v1 · 2024-01-23 · eess.AS · cs.SD

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{I74RYOYVYDJ6COBZ3MY36Y45OO}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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 2026-07-05T07:36:31.329471Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

47f91c3b15c0d3e13839db31bf639d738932b6bcfacb06554e9446223bfac16e

Aliases

arxiv: 2401.12473 · arxiv_version: 2401.12473v1 · doi: 10.48550/arxiv.2401.12473 · pith_short_12: I74RYOYVYDJ6 · pith_short_16: I74RYOYVYDJ6COBZ · pith_short_8: I74RYOYV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/I74RYOYVYDJ6COBZ3MY36Y45OO \
  | 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: 47f91c3b15c0d3e13839db31bf639d738932b6bcfacb06554e9446223bfac16e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "dc44e9391c868919bbcb0147acc1778fe8a96fd2ea9c3f63beb380fe0dd1328e",
    "cross_cats_sorted": [
      "cs.SD"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2024-01-23T03:55:22Z",
    "title_canon_sha256": "a81e7fc6c63090ea94b5cbea7ff8bfed4d9e38c78a247df0b0224b9004a20272"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.12473",
    "kind": "arxiv",
    "version": 1
  }
}