Pith Number

pith:LF4562T5

pith:2022:LF4562T5ODVFIKFIABY7BQWS22

not attested not anchored not stored refs pending

MFA-Conformer: Multi-scale Feature Aggregation Conformer for Automatic Speaker Verification

Haibin Wu, Helen Meng, Hung-yi Lee, Pengfei Hu, Shanshan Zhang, Yang Zhang, Zhiqiang Lv, Zhiyong Wu

arxiv:2203.15249 v2 · 2022-03-29 · cs.SD · eess.AS

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LF4562T5ODVFIKFIABY7BQWS22}

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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

1 paper in Pith

LISE : Listenable Interpretable Speaker Embeddings

Receipt and verification

First computed	2026-07-05T05:15:10.188975Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5979df6a7d70ea5428a80071f0c2d2d6b91dfe9ebf6f9227d8b47fa996631a8d

Aliases

arxiv: 2203.15249 · arxiv_version: 2203.15249v2 · doi: 10.48550/arxiv.2203.15249 · pith_short_12: LF4562T5ODVF · pith_short_16: LF4562T5ODVFIKFI · pith_short_8: LF4562T5

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/LF4562T5ODVFIKFIABY7BQWS22 \
  | 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: 5979df6a7d70ea5428a80071f0c2d2d6b91dfe9ebf6f9227d8b47fa996631a8d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "556641c1602934066235d8cebf4a00eee59a06dd5209df59b6cf183b61d073d3",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2022-03-29T05:48:24Z",
    "title_canon_sha256": "d921fb040d7c8e05a5b8dd7bb1a49e9ae05c7054a96a8c5c85e167d25fd0d20d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.15249",
    "kind": "arxiv",
    "version": 2
  }
}