Pith Number

pith:QSMX2Y57

pith:2019:QSMX2Y57YN4QLS3ESHTMTNHUL5

not attested not anchored not stored refs pending

Self Multi-Head Attention for Speaker Recognition

Javier Hernando, Miquel India, Pooyan Safari

arxiv:1906.09890 v2 · 2019-06-24 · cs.SD · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

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\usepackage{pith}
\pithnumber{QSMX2Y57YN4QLS3ESHTMTNHUL5}

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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

Self Multi-Head Attention for Speaker Recognition

Receipt and verification

First computed	2026-05-17T23:41:41.712346Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84997d63bfc37905cb6491e6c9b4f45f48a40719c79f9d5206b51acb6d8b7b8b

Aliases

arxiv: 1906.09890 · arxiv_version: 1906.09890v2 · doi: 10.48550/arxiv.1906.09890 · pith_short_12: QSMX2Y57YN4Q · pith_short_16: QSMX2Y57YN4QLS3E · pith_short_8: QSMX2Y57

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/QSMX2Y57YN4QLS3ESHTMTNHUL5 \
  | 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: 84997d63bfc37905cb6491e6c9b4f45f48a40719c79f9d5206b51acb6d8b7b8b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a411a5d583bfed4bc91e42134491d83a3cbd1c6ff340ee15f50ad352579d0910",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2019-06-24T12:44:09Z",
    "title_canon_sha256": "f403bed1c2735889cda01a30c5fd58b5f7c916c978a7f2bd8f710a593c8e1016"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.09890",
    "kind": "arxiv",
    "version": 2
  }
}