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Pith Number

pith:QLKNSZ5V

pith:2023:QLKNSZ5VR44ZUSRFKGMA5UKYJN
not attested not anchored not stored refs pending

Deep Neural Networks for Automatic Speaker Recognition Do Not Learn Supra-Segmental Temporal Features

Daniel Neururer, Thilo Stadelmann, Volker Dellwo

arxiv:2311.00489 v2 · 2023-11-01 · cs.SD · cs.CV · cs.LG · eess.AS

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\usepackage{pith}
\pithnumber{QLKNSZ5VR44ZUSRFKGMA5UKYJN}

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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 2026-07-05T08:41:40.520133Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

82d4d967b58f399a4a2551980ed1584b5c799d5bac0d245a3e182533342baedd

Aliases

arxiv: 2311.00489 · arxiv_version: 2311.00489v2 · doi: 10.48550/arxiv.2311.00489 · pith_short_12: QLKNSZ5VR44Z · pith_short_16: QLKNSZ5VR44ZUSRF · pith_short_8: QLKNSZ5V
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QLKNSZ5VR44ZUSRFKGMA5UKYJN \
  | 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: 82d4d967b58f399a4a2551980ed1584b5c799d5bac0d245a3e182533342baedd
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ced6897b586c5e7399e23202f4b9acd662acc277f0e6c7685dfefe5879241f78",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2023-11-01T12:45:31Z",
    "title_canon_sha256": "62917402815da46865da6902870e59d97d0b741dd60ddd3f17ca848fe2dce6c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.00489",
    "kind": "arxiv",
    "version": 2
  }
}